KMeans
Karol Orozco
2023-04-11
INTRODUCTION
Changing response variable to a factor:
income = income %>% mutate(income_above_50k = factor(income_above_50k)) %>% relocate(income_above_50k)Log Transforming capital gain and capital loss:
“You have a capital gain if you sell the asset for more than your adjusted basis. You have a capital loss if you sell the asset for less than your adjusted basis.” https://www.irs.gov/taxtopics/tc409#:~:text=You%20have%20a%20capital%20gain,%2C%20aren't%20tax%20deductible.
ggplot(income, aes(x = capital_loss)) + geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#definition: capital gain refers to the increase in the value of a capital asset when it is sold. A capital gain occurs when you sell an asset for more than what you originally paid for it.
income = income %>% mutate(l_capital_gain = log(capital_gain),
l_capital_loss = log(capital_loss)) %>%
select(-capital_gain,-capital_loss) %>% relocate(income_above_50k, l_capital_gain, l_capital_loss)
ggplot(income, aes(x = l_capital_loss)) + geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 43082 rows containing non-finite values (`stat_bin()`).
#changing -Inf back to 0 for log transformed vars:
income = income %>% mutate(l_capital_gain = ifelse(l_capital_gain == -Inf, 0, l_capital_gain),
l_capital_loss = ifelse(l_capital_loss == -Inf, 0, l_capital_loss))
#Now checking out shape of log transformed data:
ggplot(income, aes(x = l_capital_gain)) + geom_histogram() + xlim(5,12)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 41440 rows containing non-finite values (`stat_bin()`).## Warning: Removed 2 rows containing missing values (`geom_bar()`).
ggplot(income, aes(x = l_capital_loss)) + geom_histogram() + xlim(5,12)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 43082 rows containing non-finite values (`stat_bin()`).
## Removed 2 rows containing missing values (`geom_bar()`).
income %>% group_by(income_above_50k) %>% summarize(avg_cap_gain = mean(l_capital_gain), avg_cap_loss = mean(l_capital_loss))## # A tibble: 2 × 3
## income_above_50k avg_cap_gain avg_cap_loss
## <fct> <dbl> <dbl>
## 1 FALSE 0.333 0.228
## 2 TRUE 1.98 0.743#people making above over 50k will high have greater log capital gain/loss on average PART I Principal Component Analysis on Income Dataset
We will apply Principal Component Analysis to our dataset in order to reduce the number of features needed to explain the variation in the data. We reduce the number of dimensions in our feature space through a linear combination of features that share co-variance. This process is based on a calculation of distances within the feature space. Is is therefore essential that we scale and center our numerical data.
Instead of having to manually assess correlation among variables, we call the prcomp() function on our dataset to group our variables together.
The result is that this new combination feature - the ‘principal component’ - captures the variation in the data according to the variables that it represents. Each principal component does not correlate with another - they are as distinct from one another as possible. If we were to graph these linear combination of features, they would form a right angle extend out from the center of the data’s spread.
In practice, this allows us to use only a handful of principal components to explain how the data behaves.
pr_income = prcomp(x = select(income,-income_above_50k), scale = T, center = T)
summary(pr_income)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 2.13805 1.76182 1.6158 1.53246 1.39287 1.33471 1.30557
## Proportion of Variance 0.04395 0.02985 0.0251 0.02258 0.01865 0.01713 0.01639
## Cumulative Proportion 0.04395 0.07380 0.0989 0.12149 0.14014 0.15727 0.17366
## PC8 PC9 PC10 PC11 PC12 PC13 PC14
## Standard deviation 1.25616 1.19824 1.1762 1.1494 1.13345 1.117 1.10106
## Proportion of Variance 0.01517 0.01381 0.0133 0.0127 0.01235 0.012 0.01166
## Cumulative Proportion 0.18883 0.20264 0.2159 0.2286 0.24100 0.253 0.26465
## PC15 PC16 PC17 PC18 PC19 PC20 PC21
## Standard deviation 1.09652 1.09033 1.0842 1.08208 1.06551 1.06356 1.05277
## Proportion of Variance 0.01156 0.01143 0.0113 0.01126 0.01092 0.01088 0.01066
## Cumulative Proportion 0.27621 0.28764 0.2989 0.31020 0.32112 0.33200 0.34265
## PC22 PC23 PC24 PC25 PC26 PC27 PC28
## Standard deviation 1.05137 1.04406 1.04257 1.04098 1.03841 1.03694 1.03226
## Proportion of Variance 0.01063 0.01048 0.01045 0.01042 0.01037 0.01034 0.01025
## Cumulative Proportion 0.35328 0.36376 0.37422 0.38463 0.39500 0.40534 0.41559
## PC29 PC30 PC31 PC32 PC33 PC34 PC35
## Standard deviation 1.03101 1.02961 1.0250 1.02352 1.02314 1.02122 1.01912
## Proportion of Variance 0.01022 0.01019 0.0101 0.01007 0.01007 0.01003 0.00999
## Cumulative Proportion 0.42581 0.43600 0.4461 0.45618 0.46624 0.47627 0.48626
## PC36 PC37 PC38 PC39 PC40 PC41 PC42
## Standard deviation 1.01495 1.01376 1.01236 1.01039 1.0097 1.00492 1.00395
## Proportion of Variance 0.00991 0.00988 0.00985 0.00982 0.0098 0.00971 0.00969
## Cumulative Proportion 0.49616 0.50604 0.51590 0.52572 0.5355 0.54523 0.55492
## PC43 PC44 PC45 PC46 PC47 PC48 PC49
## Standard deviation 1.00257 1.00213 1.00184 1.00143 1.00142 1.00099 1.00090
## Proportion of Variance 0.00966 0.00966 0.00965 0.00964 0.00964 0.00963 0.00963
## Cumulative Proportion 0.56458 0.57424 0.58389 0.59353 0.60318 0.61281 0.62244
## PC50 PC51 PC52 PC53 PC54 PC55 PC56
## Standard deviation 1.00049 1.00035 1.00015 1.00000 0.99954 0.9994 0.99877
## Proportion of Variance 0.00962 0.00962 0.00962 0.00962 0.00961 0.0096 0.00959
## Cumulative Proportion 0.63207 0.64169 0.65131 0.66093 0.67053 0.6801 0.68973
## PC57 PC58 PC59 PC60 PC61 PC62 PC63
## Standard deviation 0.99834 0.99739 0.99678 0.99479 0.99474 0.99436 0.99339
## Proportion of Variance 0.00958 0.00957 0.00955 0.00952 0.00951 0.00951 0.00949
## Cumulative Proportion 0.69931 0.70888 0.71843 0.72794 0.73746 0.74697 0.75646
## PC64 PC65 PC66 PC67 PC68 PC69 PC70
## Standard deviation 0.99163 0.98918 0.9887 0.98599 0.98565 0.98490 0.98190
## Proportion of Variance 0.00946 0.00941 0.0094 0.00935 0.00934 0.00933 0.00927
## Cumulative Proportion 0.76591 0.77532 0.7847 0.79407 0.80341 0.81273 0.82201
## PC71 PC72 PC73 PC74 PC75 PC76 PC77
## Standard deviation 0.98122 0.97881 0.97693 0.96958 0.96596 0.95790 0.95563
## Proportion of Variance 0.00926 0.00921 0.00918 0.00904 0.00897 0.00882 0.00878
## Cumulative Proportion 0.83126 0.84047 0.84965 0.85869 0.86766 0.87649 0.88527
## PC78 PC79 PC80 PC81 PC82 PC83 PC84
## Standard deviation 0.95348 0.94928 0.93713 0.92981 0.92669 0.91355 0.9006
## Proportion of Variance 0.00874 0.00866 0.00844 0.00831 0.00826 0.00802 0.0078
## Cumulative Proportion 0.89401 0.90267 0.91112 0.91943 0.92769 0.93571 0.9435
## PC85 PC86 PC87 PC88 PC89 PC90 PC91
## Standard deviation 0.89148 0.86012 0.85386 0.81333 0.78869 0.77364 0.73843
## Proportion of Variance 0.00764 0.00711 0.00701 0.00636 0.00598 0.00575 0.00524
## Cumulative Proportion 0.95115 0.95827 0.96528 0.97164 0.97762 0.98337 0.98862
## PC92 PC93 PC94 PC95 PC96 PC97
## Standard deviation 0.69662 0.65566 0.49844 0.14221 1.363e-13 3.26e-14
## Proportion of Variance 0.00467 0.00413 0.00239 0.00019 0.000e+00 0.00e+00
## Cumulative Proportion 0.99328 0.99742 0.99981 1.00000 1.000e+00 1.00e+00
## PC98 PC99 PC100 PC101 PC102
## Standard deviation 2.328e-14 7.325e-15 6.332e-15 6.27e-15 5.439e-15
## Proportion of Variance 0.000e+00 0.000e+00 0.000e+00 0.00e+00 0.000e+00
## Cumulative Proportion 1.000e+00 1.000e+00 1.000e+00 1.00e+00 1.000e+00
## PC103 PC104
## Standard deviation 3.673e-15 3.176e-15
## Proportion of Variance 0.000e+00 0.000e+00
## Cumulative Proportion 1.000e+00 1.000e+00pr_income$rotation## PC1 PC2
## l_capital_gain 0.0923616373 -0.0833515110
## l_capital_loss 0.0530995976 -0.0493572286
## age 0.1853674765 -0.0911942803
## fnlwgt -0.0239205908 0.0658778820
## education_num 0.1055916471 -0.4563050495
## hours_per_week 0.1864459077 -0.0537816659
## workclass_federal_gov 0.0149967479 -0.0755687475
## workclass_local_gov 0.0196473848 -0.1414389509
## workclass_private -0.1328370723 0.2129175334
## workclass_self_emp_inc 0.0975852137 -0.0697493441
## workclass_self_emp_not_inc 0.1128219480 -0.0269005082
## workclass_state_gov 0.0066575696 -0.1208953689
## workclass_without_pay 0.0017429150 0.0054323075
## education_1st_4th -0.0077466330 0.1138791690
## education_5th_6th -0.0085449120 0.1524216974
## education_7th_8th 0.0120930651 0.1166632733
## education_9th -0.0100710347 0.1014521959
## education_10th -0.0245059490 0.0983568901
## education_11th -0.0515085210 0.1022695407
## education_12th -0.0279129368 0.0547626026
## education_assoc_acdm -0.0047882352 -0.0582891538
## education_assoc_voc 0.0088942449 -0.0301976281
## education_bachelors 0.0589956471 -0.2274957918
## education_doctorate 0.0507954289 -0.1081514592
## education_hs_grad -0.0185114613 0.1728435255
## education_masters 0.0599554134 -0.1922344184
## education_preschool -0.0124384115 0.0628771029
## education_prof_school 0.0681766955 -0.1144658227
## education_some_college -0.0587767414 -0.0080668994
## marital_status_divorced -0.1229730733 -0.1212454677
## marital_status_married_af_spouse -0.0043516790 -0.0083834214
## marital_status_married_civ_spouse 0.3981202888 0.0649621466
## marital_status_married_spouse_absent -0.0355527574 0.0260144023
## marital_status_never_married -0.2761117524 0.0268813273
## marital_status_separated -0.0704950778 0.0045678594
## marital_status_widowed -0.0642454344 -0.0387835609
## occupation_adm_clerical -0.1358354490 -0.0758452608
## occupation_armed_forces 0.0024957793 -0.0043807938
## occupation_craft_repair 0.0914171417 0.1594395771
## occupation_exec_managerial 0.0848952872 -0.1347854195
## occupation_farming_fishing 0.0518844605 0.0754341349
## occupation_handlers_cleaners -0.0288702538 0.1270228999
## occupation_machine_op_inspct -0.0139063738 0.1335980890
## occupation_other_service -0.1408680277 0.0849964512
## occupation_priv_house_serv -0.0476215810 0.0338846569
## occupation_prof_specialty 0.0603022796 -0.2830253069
## occupation_protective_serv 0.0305975866 -0.0203444843
## occupation_sales -0.0074659076 -0.0051825731
## occupation_tech_support -0.0124732920 -0.0364552810
## occupation_transport_moving 0.0516851745 0.0996966439
## relationship_husband 0.4156261849 0.1004001720
## relationship_not_in_family -0.1707135408 -0.1280863026
## relationship_other_relative -0.0642586429 0.0855417727
## relationship_own_child -0.1861950216 0.0880259224
## relationship_unmarried -0.1543841504 -0.0610359720
## relationship_wife -0.0265891363 -0.0963561853
## race_amer_indian_eskimo -0.0188167076 0.0074857919
## race_asian_pac_islander -0.0113370723 0.0069586964
## race_black -0.1160219471 0.0292507462
## race_other -0.0218731549 0.0647881482
## race_white 0.1137401498 -0.0464712430
## sex_female -0.3322547356 -0.1951307915
## sex_male 0.3322547356 0.1951307915
## native_country_cambodia 0.0004783866 0.0167504721
## native_country_canada 0.0056032390 0.0010622037
## native_country_china 0.0054404006 0.0027751960
## native_country_columbia -0.0059618317 0.0233512085
## native_country_cuba 0.0026257865 0.0181456350
## native_country_dominican_republic -0.0156614861 0.0460344739
## native_country_ecuador -0.0032705280 0.0217814825
## native_country_el_salvador -0.0167053030 0.0666134212
## native_country_england 0.0019141785 -0.0058432987
## native_country_france 0.0023600144 -0.0093651059
## native_country_germany 0.0002439760 -0.0041492254
## native_country_greece 0.0119203794 0.0097316083
## native_country_guatemala -0.0135834834 0.0549139699
## native_country_haiti -0.0152902195 0.0304057513
## native_country_holand_netherlands -0.0030283742 0.0021339889
## native_country_honduras -0.0085537986 0.0103195675
## native_country_hong -0.0006233228 0.0062208372
## native_country_hungary 0.0023019774 -0.0027161385
## native_country_india 0.0113017134 -0.0088884361
## native_country_iran 0.0080651747 -0.0049324866
## native_country_ireland -0.0008301876 0.0105095247
## native_country_italy 0.0104546112 0.0274750743
## native_country_jamaica -0.0230944775 0.0188583009
## native_country_japan 0.0005519016 -0.0001060402
## native_country_laos -0.0028236900 0.0167889821
## native_country_mexico -0.0122120177 0.1975026802
## native_country_nicaragua -0.0100998805 0.0217153223
## native_country_outlying_us(guam_usvi_etc) -0.0073895996 0.0049598612
## native_country_peru -0.0061814773 0.0150650521
## native_country_philippines -0.0121562320 0.0153244442
## native_country_poland 0.0026029353 0.0167773128
## native_country_portugal 0.0036737412 0.0388595727
## native_country_puerto_rico -0.0139562390 0.0414105167
## native_country_scotland -0.0010188285 0.0033853745
## native_country_south -0.0015780969 0.0042826443
## native_country_taiwan 0.0064338063 -0.0158697767
## native_country_thailand -0.0033003576 0.0026302725
## native_country_trinadad&tobago -0.0066641722 0.0116690975
## native_country_united_states 0.0220716776 -0.1808391289
## native_country_vietnam -0.0102348524 0.0242555472
## native_country_yugoslavia 0.0042718308 0.0117966113
## PC3 PC4
## l_capital_gain 0.0303884027 -3.386540e-03
## l_capital_loss 0.0128347124 1.074755e-02
## age 0.1454686607 -3.517357e-01
## fnlwgt 0.0273898842 4.004561e-02
## education_num 0.0212320287 2.294444e-01
## hours_per_week 0.0254043615 -3.026946e-02
## workclass_federal_gov 0.0471035038 -3.680629e-02
## workclass_local_gov 0.0570286187 -5.683337e-02
## workclass_private -0.0914073708 1.010417e-01
## workclass_self_emp_inc 0.0217946703 -4.437984e-03
## workclass_self_emp_not_inc 0.0161289731 -8.956924e-02
## workclass_state_gov 0.0450188872 1.053917e-02
## workclass_without_pay -0.0004239066 -1.074393e-02
## education_1st_4th 0.0913004231 -3.667908e-02
## education_5th_6th 0.1184839358 -3.161216e-02
## education_7th_8th 0.0395150138 -1.090738e-01
## education_9th 0.0277422792 -4.939667e-02
## education_10th -0.0166061729 -4.610474e-02
## education_11th -0.0426924845 3.409164e-02
## education_12th -0.0129058714 3.366340e-02
## education_assoc_acdm 0.0048251142 1.110035e-02
## education_assoc_voc -0.0079100711 -1.571119e-02
## education_bachelors 0.0380129198 1.849031e-01
## education_doctorate 0.0609462304 5.556331e-02
## education_hs_grad -0.0693993002 -1.912450e-01
## education_masters 0.0727424436 5.176394e-02
## education_preschool 0.0526734108 -3.198341e-03
## education_prof_school 0.0546005863 6.119576e-02
## education_some_college -0.0680513041 4.774116e-02
## marital_status_divorced 0.0173092076 -2.545454e-01
## marital_status_married_af_spouse 0.0008945471 -8.596672e-03
## marital_status_married_civ_spouse 0.0634366832 -6.099669e-02
## marital_status_married_spouse_absent 0.0936945434 -2.020940e-02
## marital_status_never_married -0.1448374549 3.741193e-01
## marital_status_separated 0.0557007444 -1.094124e-01
## marital_status_widowed 0.0608907329 -2.106715e-01
## occupation_adm_clerical 0.0131665812 -8.938087e-02
## occupation_armed_forces -0.0028345751 7.898796e-03
## occupation_craft_repair -0.0644293346 -3.315162e-02
## occupation_exec_managerial 0.0162855264 4.105288e-04
## occupation_farming_fishing -0.0034064280 -4.219677e-02
## occupation_handlers_cleaners -0.0455916460 7.997599e-02
## occupation_machine_op_inspct 0.0166780875 -4.908548e-02
## occupation_other_service 0.0280135404 -2.951992e-02
## occupation_priv_house_serv 0.0531126085 -6.224593e-02
## occupation_prof_specialty 0.1000240412 1.300278e-01
## occupation_protective_serv 0.0063840388 -7.139393e-03
## occupation_sales -0.0631862698 6.112309e-02
## occupation_tech_support -0.0062951607 2.549120e-02
## occupation_transport_moving -0.0347259315 -4.760976e-02
## relationship_husband 0.0219347581 -1.510983e-02
## relationship_not_in_family -0.0406562550 2.067734e-02
## relationship_other_relative 0.0785991827 3.433541e-02
## relationship_own_child -0.1611805709 2.900419e-01
## relationship_unmarried 0.1082431434 -2.772337e-01
## relationship_wife 0.0825182975 -1.177394e-01
## race_amer_indian_eskimo 0.0390876832 -2.002601e-02
## race_asian_pac_islander 0.3999410197 2.195424e-01
## race_black 0.1618317095 -6.633706e-02
## race_other 0.1134527791 1.735254e-02
## race_white -0.3686530031 -4.899095e-02
## sex_female 0.0816658253 -2.017659e-01
## sex_male -0.0816658253 2.017659e-01
## native_country_cambodia 0.0627316512 3.135264e-02
## native_country_canada 0.0480031818 1.194470e-02
## native_country_china 0.1533105044 7.314487e-02
## native_country_columbia 0.0386201602 9.257474e-05
## native_country_cuba 0.0505994883 -5.778691e-03
## native_country_dominican_republic 0.0625112995 -5.199056e-03
## native_country_ecuador 0.0372706200 3.482399e-03
## native_country_el_salvador 0.0543236078 7.983257e-03
## native_country_england 0.0461094051 1.581032e-02
## native_country_france 0.0287200677 1.163734e-02
## native_country_germany 0.0552012763 1.654213e-02
## native_country_greece 0.0258284110 3.430235e-04
## native_country_guatemala 0.0424181465 5.868698e-03
## native_country_haiti 0.0710846830 -2.965177e-03
## native_country_holand_netherlands 0.0034742272 3.215472e-03
## native_country_honduras 0.0252088267 -5.849736e-03
## native_country_hong 0.0648003310 3.445975e-02
## native_country_hungary 0.0172234288 -8.297612e-05
## native_country_india 0.1562751156 1.024999e-01
## native_country_iran 0.0457407614 2.685130e-02
## native_country_ireland 0.0168925967 1.340362e-02
## native_country_italy 0.0414802415 -6.801825e-03
## native_country_jamaica 0.0801472199 3.767719e-03
## native_country_japan 0.0919967710 4.640299e-02
## native_country_laos 0.0635022235 2.666032e-02
## native_country_mexico 0.1447061477 6.009948e-03
## native_country_nicaragua 0.0323788025 4.340955e-03
## native_country_outlying_us(guam_usvi_etc) 0.0271332877 9.135627e-03
## native_country_peru 0.0241833481 1.019124e-02
## native_country_philippines 0.2241991282 1.125750e-01
## native_country_poland 0.0318952533 7.754912e-03
## native_country_portugal 0.0294698934 -1.432587e-02
## native_country_puerto_rico 0.0682942707 -1.118464e-02
## native_country_scotland 0.0179760469 -9.220117e-04
## native_country_south 0.1345997136 6.171110e-02
## native_country_taiwan 0.1017854847 7.421035e-02
## native_country_thailand 0.0674200428 2.536192e-02
## native_country_trinadad&tobago 0.0471646393 -1.551803e-03
## native_country_united_states -0.4469847449 -1.284903e-01
## native_country_vietnam 0.1156761988 6.343854e-02
## native_country_yugoslavia 0.0155524260 4.891359e-04
## PC5 PC6
## l_capital_gain 0.0270877253 -0.0459481952
## l_capital_loss 0.0136751337 -0.0246687020
## age 0.0439684568 0.0084423622
## fnlwgt -0.0002335946 0.0512054820
## education_num -0.0013802695 -0.0953721967
## hours_per_week 0.0311602104 0.0304886754
## workclass_federal_gov -0.0973400297 0.1092937931
## workclass_local_gov -0.0765566299 0.2804011379
## workclass_private 0.0719939579 -0.4941111083
## workclass_self_emp_inc 0.0256675705 0.0609881028
## workclass_self_emp_not_inc 0.0351270633 0.2839228221
## workclass_state_gov -0.0485086024 0.1838417367
## workclass_without_pay -0.0083056781 0.0177038122
## education_1st_4th 0.1607635878 0.0677208259
## education_5th_6th 0.2014791639 0.0784300680
## education_7th_8th 0.0577964797 0.0815121963
## education_9th 0.0360602365 0.0468042741
## education_10th -0.0133373363 0.0459961603
## education_11th -0.0290910862 0.0337045136
## education_12th -0.0088479942 0.0300024296
## education_assoc_acdm -0.0049001406 -0.0265109492
## education_assoc_voc 0.0022311520 -0.0339392553
## education_bachelors 0.0951309833 -0.0855972628
## education_doctorate 0.0442869518 0.0351005809
## education_hs_grad -0.1467543255 -0.0439102912
## education_masters 0.0628575579 0.0538565132
## education_preschool 0.0640947458 0.0565892310
## education_prof_school 0.0458132231 0.0576503200
## education_some_college -0.0695828665 -0.0191218108
## marital_status_divorced 0.0759317502 0.0307120342
## marital_status_married_af_spouse -0.0018205933 -0.0397934983
## marital_status_married_civ_spouse -0.0825857270 -0.2106067715
## marital_status_married_spouse_absent 0.0735967011 0.0500554397
## marital_status_never_married 0.0085493448 0.1728884781
## marital_status_separated -0.0387638329 0.0283144606
## marital_status_widowed 0.0580518310 0.0255118024
## occupation_adm_clerical -0.0631755256 -0.1026074103
## occupation_armed_forces -0.0178787459 0.0393275147
## occupation_craft_repair -0.0395527622 0.0177672372
## occupation_exec_managerial 0.0546418806 -0.0889236476
## occupation_farming_fishing 0.0648587343 0.2274674843
## occupation_handlers_cleaners -0.0179288263 0.0412654801
## occupation_machine_op_inspct -0.0036074622 -0.0859877953
## occupation_other_service -0.0245248503 0.0525819001
## occupation_priv_house_serv 0.0889290992 -0.0068491416
## occupation_prof_specialty 0.1066519568 0.1054047524
## occupation_protective_serv -0.1054776305 0.1964313579
## occupation_sales 0.0265885963 -0.1360247375
## occupation_tech_support -0.0080800128 -0.0639493983
## occupation_transport_moving -0.0809982036 0.0206323869
## relationship_husband -0.0912566577 -0.0976252950
## relationship_not_in_family 0.1864306173 0.1916648993
## relationship_other_relative 0.0393665055 0.0352086641
## relationship_own_child -0.0937545890 0.0542099271
## relationship_unmarried -0.0432328224 -0.0133601126
## relationship_wife 0.0144709269 -0.2710763390
## race_amer_indian_eskimo -0.1239506167 0.0536462483
## race_asian_pac_islander -0.1132663517 -0.1258730645
## race_black -0.4510220886 0.1085686058
## race_other 0.0346932030 0.0431643719
## race_white 0.4594497636 -0.0564895787
## sex_female 0.0651499868 -0.1633343998
## sex_male -0.0651499868 0.1633343998
## native_country_cambodia -0.0131082584 -0.0180734125
## native_country_canada 0.0848262745 -0.0028072352
## native_country_china -0.0238035409 -0.0449573431
## native_country_columbia 0.0577562154 0.0014308318
## native_country_cuba 0.0780296162 0.0096589807
## native_country_dominican_republic 0.0488163203 0.0136104897
## native_country_ecuador 0.0352187154 -0.0008637795
## native_country_el_salvador 0.1159595944 0.0288585358
## native_country_england 0.0709429446 -0.0064786669
## native_country_france 0.0439839411 0.0044232342
## native_country_germany 0.0767117953 -0.0108920389
## native_country_greece 0.0412125149 -0.0021063967
## native_country_guatemala 0.0925049762 0.0346417150
## native_country_haiti -0.0574353826 0.0337109203
## native_country_holand_netherlands 0.0082286273 -0.0056054325
## native_country_honduras 0.0288745643 0.0125200337
## native_country_hong -0.0071096437 -0.0262488700
## native_country_hungary 0.0358393224 0.0053932207
## native_country_india -0.0186841338 -0.0220420119
## native_country_iran 0.0353542618 -0.0006638019
## native_country_ireland 0.0417452658 -0.0006805747
## native_country_italy 0.0745044581 0.0000268455
## native_country_jamaica -0.0695813162 0.0214893855
## native_country_japan 0.0027440819 -0.0349299572
## native_country_laos -0.0108729012 -0.0312608269
## native_country_mexico 0.2976134341 0.1119849717
## native_country_nicaragua 0.0368249557 -0.0011308990
## native_country_outlying_us(guam_usvi_etc) 0.0031703201 0.0009436581
## native_country_peru 0.0362901492 -0.0084267392
## native_country_philippines -0.0462116257 -0.0895641803
## native_country_poland 0.0581681317 -0.0074964594
## native_country_portugal 0.0518526138 0.0012242666
## native_country_puerto_rico 0.0634874281 0.0140777447
## native_country_scotland 0.0260347036 -0.0058088405
## native_country_south -0.0331430264 -0.0364040210
## native_country_taiwan -0.0142685490 -0.0293477475
## native_country_thailand -0.0070737413 -0.0151060595
## native_country_trinadad&tobago -0.0348633200 0.0040525569
## native_country_united_states -0.2889664061 -0.0105724562
## native_country_vietnam -0.0301736308 -0.0399685583
## native_country_yugoslavia 0.0299445734 -0.0044159271
## PC7 PC8
## l_capital_gain 1.461577e-02 -0.0596276001
## l_capital_loss 1.159534e-02 -0.0230599625
## age 9.063046e-02 0.0457591337
## fnlwgt 7.258403e-03 -0.2591168360
## education_num 8.049265e-02 -0.0967632241
## hours_per_week 2.402624e-01 -0.0285513179
## workclass_federal_gov -3.699179e-02 0.0232278754
## workclass_local_gov -1.744629e-01 -0.0819685541
## workclass_private 2.302945e-01 -0.1932054102
## workclass_self_emp_inc -1.705877e-02 0.0799746731
## workclass_self_emp_not_inc -8.885885e-02 0.3048228536
## workclass_state_gov -1.101298e-01 0.0061076115
## workclass_without_pay -3.527879e-02 0.0486145209
## education_1st_4th -4.671867e-02 -0.0848184595
## education_5th_6th -6.576766e-02 -0.1173800729
## education_7th_8th -4.037090e-02 0.0394357279
## education_9th -2.963678e-02 -0.0484102574
## education_10th -3.043756e-02 0.0035236171
## education_11th -7.981744e-02 -0.0006599284
## education_12th -4.283567e-02 -0.0272762573
## education_assoc_acdm 9.411983e-03 -0.0296666539
## education_assoc_voc 2.295716e-02 0.0008818499
## education_bachelors 5.578829e-02 -0.1184874979
## education_doctorate 1.158940e-02 -0.0533291822
## education_hs_grad 1.548549e-01 0.1675834550
## education_masters -1.457926e-03 -0.1154877952
## education_preschool -1.790912e-02 -0.0166975962
## education_prof_school -1.624397e-03 -0.0326748921
## education_some_college -1.365889e-01 0.0695541418
## marital_status_divorced 3.122892e-01 0.0647845227
## marital_status_married_af_spouse -5.160274e-02 0.0137118808
## marital_status_married_civ_spouse -2.447747e-01 -0.0577399546
## marital_status_married_spouse_absent 5.572929e-02 -0.0137891538
## marital_status_never_married -1.622950e-02 0.0237783813
## marital_status_separated 7.155245e-02 -0.1020075958
## marital_status_widowed 2.645413e-02 0.0853596663
## occupation_adm_clerical -1.208294e-01 0.0785517298
## occupation_armed_forces -6.016478e-03 0.0059494545
## occupation_craft_repair 1.207406e-01 0.0966388084
## occupation_exec_managerial 8.043937e-02 -0.0350553576
## occupation_farming_fishing -6.257910e-02 0.1900354030
## occupation_handlers_cleaners 2.239867e-02 -0.0675976031
## occupation_machine_op_inspct 8.208703e-02 -0.0945094319
## occupation_other_service -1.187301e-01 0.0314640415
## occupation_priv_house_serv -2.417833e-02 -0.0646277023
## occupation_prof_specialty -5.130743e-02 -0.1835771308
## occupation_protective_serv -8.290101e-02 -0.0451626670
## occupation_sales 6.935706e-03 0.0911096854
## occupation_tech_support 2.955749e-02 -0.0238808590
## occupation_transport_moving 8.154860e-02 -0.0216314878
## relationship_husband -7.774972e-02 -0.0563783121
## relationship_not_in_family 4.107414e-01 0.0394497698
## relationship_other_relative -2.597704e-02 -0.0407488914
## relationship_own_child -2.318223e-01 0.0916124525
## relationship_unmarried 8.515900e-02 -0.0447112511
## relationship_wife -3.876759e-01 -0.0058490612
## race_amer_indian_eskimo 1.014830e-02 0.0007363064
## race_asian_pac_islander 8.873153e-02 0.3738545214
## race_black 5.958125e-02 -0.3364640731
## race_other -9.402492e-03 -0.1554375925
## race_white -9.331076e-02 0.1413897939
## sex_female -1.959315e-01 0.0308299870
## sex_male 1.959315e-01 -0.0308299870
## native_country_cambodia 2.862334e-02 0.0620651947
## native_country_canada -1.056602e-02 0.0021070350
## native_country_china 3.149395e-02 0.1130380826
## native_country_columbia 4.269087e-03 -0.0237969017
## native_country_cuba -2.184810e-02 -0.0228758939
## native_country_dominican_republic -6.983948e-03 -0.0774938140
## native_country_ecuador 5.973213e-05 -0.0425588927
## native_country_el_salvador -5.114608e-02 -0.0616465816
## native_country_england 1.252013e-02 -0.0210683328
## native_country_france 9.205108e-03 -0.0191742258
## native_country_germany -1.308466e-02 -0.0141271993
## native_country_greece -3.822301e-03 0.0238893115
## native_country_guatemala -1.297724e-02 -0.0511546290
## native_country_haiti -5.708075e-04 -0.1056775053
## native_country_holand_netherlands -4.213214e-03 -0.0012485693
## native_country_honduras -8.245219e-03 -0.0237855012
## native_country_hong 7.463368e-03 0.0434890829
## native_country_hungary 7.405633e-03 0.0094070172
## native_country_india 4.630233e-02 0.0870723448
## native_country_iran 8.429469e-03 -0.0079638089
## native_country_ireland 2.864982e-02 0.0097294532
## native_country_italy -3.068963e-02 -0.0025121310
## native_country_jamaica 1.569085e-02 -0.1282373005
## native_country_japan 3.009013e-02 0.0614915148
## native_country_laos 1.221682e-02 0.0564845369
## native_country_mexico -8.497775e-02 -0.1736658560
## native_country_nicaragua -2.594250e-02 -0.0327346859
## native_country_outlying_us(guam_usvi_etc) 1.859955e-02 -0.0107981901
## native_country_peru -1.021469e-02 -0.0254853142
## native_country_philippines 2.863146e-02 0.2164995911
## native_country_poland 3.776681e-03 -0.0010409702
## native_country_portugal -1.470834e-02 0.0117986071
## native_country_puerto_rico -1.806725e-02 -0.0482173685
## native_country_scotland -2.723135e-03 -0.0052933195
## native_country_south 3.323228e-02 0.1782322248
## native_country_taiwan 1.894670e-02 0.0623219621
## native_country_thailand 1.811243e-02 0.0662066479
## native_country_trinadad&tobago -6.144483e-03 -0.0421298093
## native_country_united_states 2.444018e-02 0.0102805152
## native_country_vietnam 2.728743e-02 0.1372596161
## native_country_yugoslavia -6.952497e-03 0.0039279676
## PC9 PC10
## l_capital_gain 0.0136005700 -0.1066072615
## l_capital_loss -0.0010809409 -0.0204524735
## age 0.0139447437 -0.0813227971
## fnlwgt -0.0835705920 0.0232959547
## education_num 0.0033893028 0.0129933308
## hours_per_week -0.1032077179 -0.0147128672
## workclass_federal_gov -0.1759735795 0.1765688145
## workclass_local_gov 0.1192078660 0.2520224583
## workclass_private 0.0813831726 -0.0220681576
## workclass_self_emp_inc -0.1709165489 -0.2117941569
## workclass_self_emp_not_inc -0.0431185598 -0.2840673509
## workclass_state_gov 0.0405966604 0.1685280173
## workclass_without_pay 0.0137808585 -0.0172000674
## education_1st_4th -0.0450327729 -0.0032315512
## education_5th_6th -0.0576065595 0.0221273807
## education_7th_8th 0.0212185988 -0.1153337657
## education_9th 0.0167936000 -0.0573589887
## education_10th 0.0570478216 -0.1261832107
## education_11th 0.0852873726 -0.1447432586
## education_12th 0.0288839752 -0.0514320142
## education_assoc_acdm -0.0825671229 0.0717138431
## education_assoc_voc -0.0378495305 0.0817169099
## education_bachelors -0.1249504926 -0.1599294553
## education_doctorate 0.1673357205 -0.0106418333
## education_hs_grad 0.3360776547 0.1271027576
## education_masters 0.1734470784 0.0301785018
## education_preschool -0.0173587579 -0.0284146943
## education_prof_school 0.1868485551 -0.1366122877
## education_some_college -0.4704427872 0.1386721932
## marital_status_divorced -0.0706004633 0.1390703058
## marital_status_married_af_spouse 0.0185566889 0.0037468877
## marital_status_married_civ_spouse 0.0158821925 0.0186965875
## marital_status_married_spouse_absent -0.0245529161 0.0001027297
## marital_status_never_married 0.0195766527 -0.0479935325
## marital_status_separated -0.0099937801 -0.0688764508
## marital_status_widowed 0.0682566517 -0.1398660299
## occupation_adm_clerical -0.1531878709 0.3077386929
## occupation_armed_forces -0.0400909739 0.0506094914
## occupation_craft_repair 0.0542698618 0.1613677781
## occupation_exec_managerial -0.2880584158 -0.1285127414
## occupation_farming_fishing -0.0722428066 -0.2098211895
## occupation_handlers_cleaners 0.0787559175 0.0343699023
## occupation_machine_op_inspct 0.1204724553 0.0201194354
## occupation_other_service 0.1263820909 -0.1542253353
## occupation_priv_house_serv 0.0254336590 -0.0750126062
## occupation_prof_specialty 0.3647681268 -0.0359208221
## occupation_protective_serv -0.0386556452 0.3197911547
## occupation_sales -0.1872094703 -0.2960438440
## occupation_tech_support -0.1212050748 0.1050330957
## occupation_transport_moving 0.0891971612 0.0385904326
## relationship_husband -0.0266196278 0.0245563772
## relationship_not_in_family -0.0074182343 0.0329935016
## relationship_other_relative 0.0129076268 -0.0153582301
## relationship_own_child 0.0266061696 -0.0458641920
## relationship_unmarried -0.0520500424 -0.0147223638
## relationship_wife 0.0988794336 -0.0151342776
## race_amer_indian_eskimo -0.0015140429 -0.0062614233
## race_asian_pac_islander 0.0536793240 0.0484367738
## race_black -0.0765128698 -0.1824548721
## race_other -0.0620865945 0.0033160746
## race_white 0.0545323810 0.1307540567
## sex_female 0.0248381246 -0.0481583519
## sex_male -0.0248381246 0.0481583519
## native_country_cambodia 0.0001592465 0.0150304476
## native_country_canada 0.0056453053 0.0333861407
## native_country_china 0.0912573049 0.0117991080
## native_country_columbia 0.0096272183 0.0345717890
## native_country_cuba -0.0319852340 0.0219612110
## native_country_dominican_republic -0.0224098466 -0.0125815999
## native_country_ecuador -0.0168415894 0.0276642969
## native_country_el_salvador 0.0029495723 0.0025281964
## native_country_england -0.0048881814 0.0229204571
## native_country_france -0.0066141992 0.0226446736
## native_country_germany -0.0467637978 0.0830370761
## native_country_greece -0.0324339673 -0.0181338385
## native_country_guatemala -0.0095490082 0.0011296932
## native_country_haiti -0.0258705754 -0.0708620437
## native_country_holand_netherlands -0.0043365775 0.0047148463
## native_country_honduras -0.0202222142 0.0070178633
## native_country_hong 0.0245153388 0.0284453014
## native_country_hungary 0.0039445735 -0.0046992158
## native_country_india 0.0553239565 0.0139510280
## native_country_iran -0.0179316479 0.0023085521
## native_country_ireland 0.0181046614 0.0222249674
## native_country_italy 0.0123025805 0.0258236353
## native_country_jamaica -0.0567428994 -0.0554427850
## native_country_japan -0.0208814286 0.0209921678
## native_country_laos -0.0003935457 0.0343462270
## native_country_mexico -0.0912427957 0.0380639193
## native_country_nicaragua -0.0061790601 0.0352336635
## native_country_outlying_us(guam_usvi_etc) -0.0315693764 0.0052026612
## native_country_peru -0.0010293708 0.0212950715
## native_country_philippines 0.0054004740 0.0646245373
## native_country_poland 0.0116864859 0.0528122275
## native_country_portugal 0.0190007677 0.0221297101
## native_country_puerto_rico -0.0201786209 0.0457286656
## native_country_scotland -0.0039247594 0.0238662562
## native_country_south -0.0153848003 -0.0570081057
## native_country_taiwan 0.0521109788 -0.0014190730
## native_country_thailand 0.0058412929 -0.0030075737
## native_country_trinadad&tobago -0.0211087382 -0.0047454577
## native_country_united_states 0.0593193749 -0.1074915309
## native_country_vietnam -0.0039904450 0.0461488208
## native_country_yugoslavia -0.0131376325 0.0012369923
## PC11 PC12
## l_capital_gain -0.003803743 0.044601648
## l_capital_loss 0.007256498 -0.038726489
## age -0.098426962 -0.109836570
## fnlwgt 0.069269616 0.029091333
## education_num 0.052603998 0.113783573
## hours_per_week 0.146606539 0.074163518
## workclass_federal_gov 0.153314116 0.055484081
## workclass_local_gov -0.031490381 -0.284277886
## workclass_private -0.121327497 -0.007318857
## workclass_self_emp_inc 0.094811338 -0.024752388
## workclass_self_emp_not_inc 0.103633771 0.241004856
## workclass_state_gov -0.062259142 0.015357022
## workclass_without_pay 0.043398688 0.005402889
## education_1st_4th 0.003553674 -0.055191654
## education_5th_6th 0.015079605 -0.048248500
## education_7th_8th -0.131420142 -0.116317641
## education_9th -0.086748944 -0.073581160
## education_10th -0.169837983 -0.109519372
## education_11th -0.173523782 -0.051167167
## education_12th -0.036455061 0.001330485
## education_assoc_acdm 0.025317248 0.063013121
## education_assoc_voc -0.103578305 0.116254091
## education_bachelors 0.199717646 -0.222153380
## education_doctorate -0.102230546 0.185173142
## education_hs_grad 0.481093148 0.069367495
## education_masters -0.091709716 -0.126272323
## education_preschool 0.018402550 -0.058504523
## education_prof_school -0.084038359 0.302576363
## education_some_college -0.365315068 0.114203507
## marital_status_divorced -0.155567586 0.073613377
## marital_status_married_af_spouse 0.069359061 0.023022169
## marital_status_married_civ_spouse 0.029925039 -0.016572089
## marital_status_married_spouse_absent 0.018799734 0.050322485
## marital_status_never_married 0.133380467 -0.026042321
## marital_status_separated -0.060429190 0.115397399
## marital_status_widowed -0.101618042 -0.188610084
## occupation_adm_clerical 0.163714195 0.152230662
## occupation_armed_forces 0.066390167 0.023145122
## occupation_craft_repair -0.047484056 0.206789580
## occupation_exec_managerial 0.155466564 -0.303869095
## occupation_farming_fishing 0.112509932 0.121904590
## occupation_handlers_cleaners -0.013423186 -0.057338464
## occupation_machine_op_inspct 0.021857385 -0.024379819
## occupation_other_service -0.122946107 -0.113369319
## occupation_priv_house_serv -0.002018448 -0.077431183
## occupation_prof_specialty -0.151652879 0.152532380
## occupation_protective_serv -0.031266445 -0.243612474
## occupation_sales -0.011586427 0.038640143
## occupation_tech_support -0.087260900 0.043681330
## occupation_transport_moving -0.004531448 -0.078870177
## relationship_husband -0.062529135 -0.003463735
## relationship_not_in_family 0.091665775 -0.165806658
## relationship_other_relative 0.096492191 -0.002741736
## relationship_own_child -0.025427218 0.065074147
## relationship_unmarried -0.201196168 0.186117510
## relationship_wife 0.214856167 -0.026137138
## race_amer_indian_eskimo -0.012963039 -0.011524733
## race_asian_pac_islander -0.093997883 -0.108451356
## race_black 0.081511689 0.029298551
## race_other 0.058912423 0.170243395
## race_white -0.034395471 -0.012243938
## sex_female 0.058477319 0.004546915
## sex_male -0.058477319 -0.004546915
## native_country_cambodia -0.011876859 -0.012601773
## native_country_canada 0.021735500 0.080356303
## native_country_china -0.075588608 -0.072596041
## native_country_columbia 0.030633660 0.097528146
## native_country_cuba 0.013198251 0.021509744
## native_country_dominican_republic 0.024288353 0.054340358
## native_country_ecuador 0.027782263 0.088744033
## native_country_el_salvador -0.001045319 -0.030833709
## native_country_england 0.061306255 0.018779629
## native_country_france 0.009148465 0.018568066
## native_country_germany 0.024509432 0.096276713
## native_country_greece 0.032052438 -0.006305998
## native_country_guatemala 0.004829326 -0.025858289
## native_country_haiti 0.041621427 0.022534162
## native_country_holand_netherlands 0.002226663 0.002917960
## native_country_honduras -0.004501778 0.040103699
## native_country_hong 0.007807123 -0.035689796
## native_country_hungary 0.032700777 0.016572549
## native_country_india -0.087377647 0.063224510
## native_country_iran 0.015483207 0.069845548
## native_country_ireland 0.044546491 0.022575654
## native_country_italy 0.024132130 0.014684591
## native_country_jamaica 0.082456629 0.082749592
## native_country_japan 0.017335914 -0.006773578
## native_country_laos -0.002454132 -0.023196748
## native_country_mexico 0.050095078 -0.004905925
## native_country_nicaragua 0.016480866 0.050717776
## native_country_outlying_us(guam_usvi_etc) 0.002152959 -0.001868068
## native_country_peru 0.009629351 0.048290871
## native_country_philippines -0.043386649 -0.099739471
## native_country_poland 0.010800750 0.027918383
## native_country_portugal -0.002563889 -0.011836466
## native_country_puerto_rico 0.051381795 0.077458205
## native_country_scotland 0.013421611 -0.001530704
## native_country_south 0.017078978 -0.025656489
## native_country_taiwan -0.046690059 0.006466068
## native_country_thailand 0.014410618 -0.027580783
## native_country_trinadad&tobago 0.029068522 0.013025251
## native_country_united_states -0.073369920 -0.088224056
## native_country_vietnam -0.023606246 -0.032185549
## native_country_yugoslavia 0.030574705 -0.013685515
## PC13 PC14
## l_capital_gain -0.0353059468 0.030234510
## l_capital_loss 0.0015016598 -0.001416552
## age -0.0553231788 -0.095552821
## fnlwgt 0.0053705956 0.180750547
## education_num 0.0521064962 0.003754024
## hours_per_week -0.0069658593 0.092778742
## workclass_federal_gov -0.1728794401 0.012884119
## workclass_local_gov 0.1687450168 0.017852296
## workclass_private -0.0838509314 -0.022926303
## workclass_self_emp_inc 0.2619547108 0.100049980
## workclass_self_emp_not_inc -0.0835561360 -0.052784052
## workclass_state_gov -0.0051527520 -0.005290919
## workclass_without_pay -0.0250265900 0.015115007
## education_1st_4th -0.0790816008 0.044381271
## education_5th_6th -0.1121798775 0.308385449
## education_7th_8th -0.1393303272 -0.212644461
## education_9th -0.0529049214 -0.030661463
## education_10th -0.0259836194 -0.024878061
## education_11th 0.1034206587 0.003489883
## education_12th 0.0492732154 -0.056948225
## education_assoc_acdm -0.0302350454 -0.005899644
## education_assoc_voc -0.1295598223 -0.044215721
## education_bachelors 0.0026491760 0.040627848
## education_doctorate 0.0081091663 0.005210043
## education_hs_grad 0.1832155392 0.074028957
## education_masters 0.0483506215 -0.023545998
## education_preschool -0.1260320625 0.042107078
## education_prof_school -0.0852852070 0.100950075
## education_some_college -0.0719843421 -0.100660248
## marital_status_divorced 0.0970985524 0.138080843
## marital_status_married_af_spouse -0.0637137528 0.005618607
## marital_status_married_civ_spouse -0.0547172841 -0.028487635
## marital_status_married_spouse_absent -0.0002259692 -0.025049909
## marital_status_never_married -0.0498633404 -0.056649529
## marital_status_separated 0.1411344101 0.125834243
## marital_status_widowed -0.0351779704 -0.159273083
## occupation_adm_clerical -0.1527051418 0.054270989
## occupation_armed_forces -0.0798762057 0.010160803
## occupation_craft_repair -0.0101250756 -0.121544561
## occupation_exec_managerial 0.1546452250 -0.014443798
## occupation_farming_fishing -0.1976732416 0.085886682
## occupation_handlers_cleaners 0.0227224284 0.170660941
## occupation_machine_op_inspct -0.0870839690 -0.011836175
## occupation_other_service 0.1292524000 -0.105114093
## occupation_priv_house_serv -0.0381726112 -0.017331763
## occupation_prof_specialty -0.1089092477 0.046456770
## occupation_protective_serv 0.1688626177 -0.009305833
## occupation_sales 0.1875007000 0.057726230
## occupation_tech_support -0.1806222345 -0.053423229
## occupation_transport_moving 0.0022892567 -0.044452089
## relationship_husband 0.0170498843 -0.002400994
## relationship_not_in_family -0.2644575418 -0.218621513
## relationship_other_relative -0.0303928158 0.097694083
## relationship_own_child 0.1753614709 0.043657790
## relationship_unmarried 0.2853992212 0.262314908
## relationship_wife -0.1772713809 -0.075421221
## race_amer_indian_eskimo -0.0732193630 -0.024996381
## race_asian_pac_islander -0.0417059318 0.099184534
## race_black -0.0704215177 -0.021902973
## race_other 0.0466654569 -0.284480708
## race_white 0.0880210808 0.049783441
## sex_female -0.0158959987 0.002002683
## sex_male 0.0158959987 -0.002002683
## native_country_cambodia -0.0405328041 -0.003584891
## native_country_canada 0.1267276233 -0.132315386
## native_country_china -0.0195794286 0.007120930
## native_country_columbia 0.0689973757 -0.102472475
## native_country_cuba 0.1257332162 -0.040609410
## native_country_dominican_republic 0.0483295475 -0.211546744
## native_country_ecuador 0.0550779525 -0.165108698
## native_country_el_salvador 0.0326172805 0.053370994
## native_country_england 0.0882035656 -0.105280844
## native_country_france 0.0535648138 -0.059324906
## native_country_germany 0.1313743095 -0.091460868
## native_country_greece 0.1077803008 -0.072900479
## native_country_guatemala -0.0162168191 -0.034691194
## native_country_haiti -0.0123293227 -0.056050972
## native_country_holand_netherlands -0.0063420490 -0.008150071
## native_country_honduras 0.0696145705 0.064059372
## native_country_hong -0.0327566057 0.011218108
## native_country_hungary 0.0065872194 -0.075310946
## native_country_india 0.0018759664 -0.016926972
## native_country_iran 0.0834027335 -0.103413371
## native_country_ireland 0.0355024948 -0.076575139
## native_country_italy 0.0443924180 -0.035644863
## native_country_jamaica 0.0383055302 -0.114067100
## native_country_japan 0.0424009311 -0.014633612
## native_country_laos -0.0653397138 0.045946805
## native_country_mexico -0.1300843981 0.301119193
## native_country_nicaragua 0.0544641920 -0.008987660
## native_country_outlying_us(guam_usvi_etc) 0.0152142951 -0.046280633
## native_country_peru 0.1086792395 -0.056459407
## native_country_philippines -0.0718934877 0.088136935
## native_country_poland 0.0603220020 -0.118967380
## native_country_portugal 0.0374902905 -0.092640898
## native_country_puerto_rico 0.1143892697 -0.226942633
## native_country_scotland 0.0623530091 -0.018012029
## native_country_south 0.0860837589 0.045528165
## native_country_taiwan 0.0373183982 0.045526067
## native_country_thailand 0.0397430949 0.012798605
## native_country_trinadad&tobago -0.0065603326 -0.067185882
## native_country_united_states -0.1694152110 0.111903875
## native_country_vietnam -0.0203739656 0.061808618
## native_country_yugoslavia 0.0485265926 -0.044751208
## PC15 PC16
## l_capital_gain -1.277555e-01 0.0180569825
## l_capital_loss -2.993919e-02 -0.0252952290
## age -1.176056e-01 0.0755300500
## fnlwgt -1.034858e-02 0.1342143592
## education_num 4.790538e-02 0.0430167037
## hours_per_week 5.192119e-02 -0.1518287747
## workclass_federal_gov -2.603483e-01 0.1088005612
## workclass_local_gov 2.218483e-01 -0.0880695277
## workclass_private 3.253957e-02 0.0009078053
## workclass_self_emp_inc -2.605165e-01 -0.0413292693
## workclass_self_emp_not_inc 1.889133e-01 0.0348815779
## workclass_state_gov -1.414691e-01 0.0070501328
## workclass_without_pay -4.361190e-03 -0.0182334691
## education_1st_4th -3.052807e-02 -0.0530381253
## education_5th_6th -9.764190e-03 -0.0062550042
## education_7th_8th -1.289155e-02 -0.0589663766
## education_9th 1.368106e-02 -0.0040036574
## education_10th 7.707588e-03 0.0152470391
## education_11th 4.476154e-02 0.0110628372
## education_12th -9.758913e-03 -0.0426143548
## education_assoc_acdm 1.430593e-01 0.1077674096
## education_assoc_voc 3.404641e-01 0.1370803153
## education_bachelors 2.613282e-01 0.0373697404
## education_doctorate -1.989990e-01 0.0669536760
## education_hs_grad -8.702869e-02 0.0027669653
## education_masters -9.914293e-02 -0.1005930402
## education_preschool 8.755731e-03 0.0369728205
## education_prof_school -1.620546e-01 -0.0197352079
## education_some_college -2.220179e-01 -0.0790693066
## marital_status_divorced 7.283311e-02 -0.1199662691
## marital_status_married_af_spouse 3.354445e-02 -0.0209324286
## marital_status_married_civ_spouse 2.229408e-02 -0.0001967326
## marital_status_married_spouse_absent 3.091277e-02 -0.0390526969
## marital_status_never_married -5.109821e-02 0.0224549635
## marital_status_separated 7.332277e-02 0.0435144316
## marital_status_widowed -1.779572e-01 0.1715111214
## occupation_adm_clerical -1.889517e-01 -0.0050978191
## occupation_armed_forces -1.667423e-01 0.0386364281
## occupation_craft_repair 1.615430e-01 0.2311983384
## occupation_exec_managerial -1.426798e-01 0.0102220533
## occupation_farming_fishing 1.765342e-01 -0.0904064966
## occupation_handlers_cleaners -1.273114e-01 -0.0201799753
## occupation_machine_op_inspct -5.884893e-02 -0.2653291822
## occupation_other_service 1.854907e-02 0.1815448360
## occupation_priv_house_serv -6.411083e-02 0.1419297812
## occupation_prof_specialty -8.926862e-03 -0.0351547544
## occupation_protective_serv 1.869952e-01 -0.0708158972
## occupation_sales 9.242245e-02 -0.1406179053
## occupation_tech_support 2.102217e-01 0.1608869125
## occupation_transport_moving -1.086476e-01 -0.0966915554
## relationship_husband -9.633541e-03 0.0314078870
## relationship_not_in_family -4.420072e-02 0.0062371261
## relationship_other_relative -3.516800e-02 -0.0158409293
## relationship_own_child -4.667301e-02 0.0052510220
## relationship_unmarried 9.605175e-02 -0.0079938502
## relationship_wife 8.112005e-02 -0.0709384790
## race_amer_indian_eskimo 4.722492e-02 -0.1578223947
## race_asian_pac_islander 7.067030e-03 -0.0386968836
## race_black -2.362976e-03 0.1323762536
## race_other 4.225341e-02 -0.4061076286
## race_white -2.544545e-02 0.0550298689
## sex_female 3.051145e-02 -0.0271547855
## sex_male -3.051145e-02 0.0271547855
## native_country_cambodia 2.386528e-02 0.0008410017
## native_country_canada -9.170720e-03 0.1117444707
## native_country_china -6.391300e-02 0.0022329104
## native_country_columbia 4.738781e-03 -0.0073116516
## native_country_cuba -4.847795e-02 0.0674610275
## native_country_dominican_republic 1.243898e-02 -0.2705923138
## native_country_ecuador 7.128136e-03 -0.1887908985
## native_country_el_salvador -2.564801e-02 0.1354765705
## native_country_england -1.667206e-02 0.1409741978
## native_country_france 5.552897e-04 0.0550422321
## native_country_germany 3.562138e-02 0.1476310109
## native_country_greece -5.195081e-02 0.0633632124
## native_country_guatemala -2.149167e-02 0.0246480358
## native_country_haiti -1.144295e-02 0.1605700078
## native_country_holand_netherlands -2.311830e-02 -0.0346912096
## native_country_honduras -5.173369e-03 -0.0025550784
## native_country_hong 2.494739e-02 0.0046906138
## native_country_hungary -1.374498e-05 0.1006249469
## native_country_india -6.400809e-02 -0.0934755430
## native_country_iran 2.018184e-02 -0.0277828546
## native_country_ireland 2.614908e-02 0.0578883843
## native_country_italy -4.163216e-02 0.0890743613
## native_country_jamaica 1.270895e-02 0.1737179441
## native_country_japan -5.181439e-03 0.0183326492
## native_country_laos 1.974641e-02 -0.0296632581
## native_country_mexico 2.908445e-02 -0.0597861874
## native_country_nicaragua -3.042875e-02 0.0425545671
## native_country_outlying_us(guam_usvi_etc) -4.613795e-03 0.0495596804
## native_country_peru 4.056837e-02 -0.0068781347
## native_country_philippines 6.931321e-02 0.0253034631
## native_country_poland 5.865850e-03 0.1195976901
## native_country_portugal -1.061223e-02 -0.0002391726
## native_country_puerto_rico 1.047977e-02 -0.1446555597
## native_country_scotland 1.041737e-02 0.0297278601
## native_country_south 4.063377e-02 -0.0383074981
## native_country_taiwan -8.919784e-02 0.0010080761
## native_country_thailand 9.096958e-03 0.0243863619
## native_country_trinadad&tobago -1.863819e-02 0.0262586008
## native_country_united_states 1.798357e-03 -0.1077517895
## native_country_vietnam 3.130159e-02 -0.0164169080
## native_country_yugoslavia -3.360497e-03 0.0774502954
## PC17 PC18
## l_capital_gain -0.0392322209 0.0018627543
## l_capital_loss 0.0436092726 -0.0288990605
## age -0.0459645520 -0.1073655825
## fnlwgt 0.1241714384 -0.1367865112
## education_num -0.0207812457 -0.0146207430
## hours_per_week 0.1276776801 0.0613616361
## workclass_federal_gov -0.3682237261 0.0702246181
## workclass_local_gov 0.0336418472 -0.1436963022
## workclass_private 0.0309822663 -0.0053328207
## workclass_self_emp_inc 0.0308645038 -0.0053422681
## workclass_self_emp_not_inc 0.0671049997 0.0290796767
## workclass_state_gov 0.0887664819 0.0938700950
## workclass_without_pay -0.0297384853 0.0166565599
## education_1st_4th -0.0677916260 -0.0415318076
## education_5th_6th 0.0553102153 0.0088512283
## education_7th_8th -0.0818938469 -0.0205349288
## education_9th 0.0054698532 0.0604586757
## education_10th -0.0235357108 0.0985943615
## education_11th -0.1935451753 0.0700493634
## education_12th -0.0889158309 0.0333597817
## education_assoc_acdm -0.0563861059 0.0100090716
## education_assoc_voc -0.1161652682 0.1701380984
## education_bachelors -0.2332983970 -0.0999927380
## education_doctorate 0.0988274125 0.0356571031
## education_hs_grad 0.0597041443 -0.0624413453
## education_masters 0.0959715447 0.2114493525
## education_preschool 0.1632628721 0.0365165851
## education_prof_school -0.0289039035 -0.1274598182
## education_some_college 0.2821178006 -0.1022421483
## marital_status_divorced 0.0587198189 0.1169985817
## marital_status_married_af_spouse 0.0616714083 0.0178838710
## marital_status_married_civ_spouse 0.0355291102 -0.0018874023
## marital_status_married_spouse_absent -0.0232211413 -0.0308205967
## marital_status_never_married 0.0046410515 0.0028853631
## marital_status_separated -0.0384310675 0.0174005527
## marital_status_widowed -0.1969761536 -0.2476825491
## occupation_adm_clerical -0.0905554610 -0.0854654191
## occupation_armed_forces -0.2089049712 0.0353986829
## occupation_craft_repair 0.0120380357 0.0055047780
## occupation_exec_managerial -0.0210829017 0.4281781691
## occupation_farming_fishing 0.0336665281 0.1115762405
## occupation_handlers_cleaners -0.1918941367 0.0731730157
## occupation_machine_op_inspct 0.0673465899 0.0491365648
## occupation_other_service 0.1130818069 0.2082734096
## occupation_priv_house_serv -0.1600549200 -0.1988288215
## occupation_prof_specialty -0.0034428108 -0.0668431794
## occupation_protective_serv 0.0821780180 -0.2233556947
## occupation_sales 0.0897655336 -0.4793097149
## occupation_tech_support -0.1340134617 0.0518488298
## occupation_transport_moving 0.0620548411 -0.0687507111
## relationship_husband -0.0301765976 -0.0268190184
## relationship_not_in_family 0.1802019110 -0.0904137510
## relationship_other_relative -0.1045034818 -0.1020247562
## relationship_own_child -0.0837670435 0.0733602884
## relationship_unmarried -0.1730555030 0.0960302758
## relationship_wife 0.1742010108 0.0698505452
## race_amer_indian_eskimo -0.1132793660 0.1329880221
## race_asian_pac_islander -0.0083783922 -0.0132617557
## race_black 0.0979854360 -0.0315449988
## race_other -0.1626500848 0.0074488311
## race_white -0.0050578777 -0.0064429860
## sex_female 0.0446073604 0.0001872708
## sex_male -0.0446073604 -0.0001872708
## native_country_cambodia 0.0312441298 -0.0511336375
## native_country_canada 0.0808892025 0.0135291779
## native_country_china 0.0940239697 0.0797074316
## native_country_columbia -0.0620884688 -0.0045090292
## native_country_cuba 0.0244023663 -0.0586758350
## native_country_dominican_republic -0.0520517975 0.0203592102
## native_country_ecuador -0.0804229673 -0.0018831333
## native_country_el_salvador 0.0171607676 -0.0310360566
## native_country_england 0.0224411547 0.0332561305
## native_country_france -0.0036529996 0.0132240151
## native_country_germany 0.0137176283 -0.0134731169
## native_country_greece 0.0360266505 0.0828118656
## native_country_guatemala -0.1519252565 -0.1302249410
## native_country_haiti 0.1604676122 -0.0038273434
## native_country_holand_netherlands 0.0167248095 -0.0126936364
## native_country_honduras -0.0010324334 -0.0357803575
## native_country_hong 0.0684777899 0.0319699923
## native_country_hungary -0.0012613791 -0.0296597479
## native_country_india -0.0460709695 -0.0513030598
## native_country_iran 0.0009352914 0.0409473625
## native_country_ireland 0.0219178699 0.0195697867
## native_country_italy 0.0181712701 -0.0035615975
## native_country_jamaica 0.1200167798 -0.0137325836
## native_country_japan 0.0484025445 0.0492293196
## native_country_laos 0.0534598163 -0.0107980146
## native_country_mexico 0.0678779804 0.0525616781
## native_country_nicaragua -0.0389120160 -0.0462127985
## native_country_outlying_us(guam_usvi_etc) 0.0565643771 0.0102576353
## native_country_peru -0.0002763405 -0.0073787261
## native_country_philippines -0.1186513114 -0.0583529504
## native_country_poland -0.0228772107 -0.0203674045
## native_country_portugal -0.0429680851 0.0553104155
## native_country_puerto_rico -0.1194134815 0.0200193738
## native_country_scotland 0.0424726420 0.0316743721
## native_country_south 0.0214812904 -0.0304808755
## native_country_taiwan 0.0610950621 0.0418942484
## native_country_thailand 0.0075532651 0.0197040417
## native_country_trinadad&tobago 0.0880100640 0.0099260268
## native_country_united_states -0.0475355795 -0.0097548198
## native_country_vietnam -0.0217216251 -0.0140565654
## native_country_yugoslavia 0.0167151027 0.0547861599
## PC19 PC20
## l_capital_gain -2.726660e-02 0.2363371236
## l_capital_loss -2.362709e-02 -0.1114555814
## age 3.383842e-02 -0.0175069769
## fnlwgt 5.595428e-02 -0.0163867371
## education_num -3.513197e-02 -0.0400140394
## hours_per_week 1.634772e-02 0.0691089694
## workclass_federal_gov 8.508542e-02 0.0916613950
## workclass_local_gov -5.430973e-03 0.2219667175
## workclass_private 1.477254e-02 0.0087946975
## workclass_self_emp_inc -5.724926e-02 0.1513655155
## workclass_self_emp_not_inc -2.130038e-02 -0.0270155854
## workclass_state_gov -2.647718e-02 -0.4710407037
## workclass_without_pay 9.738867e-02 -0.0529081526
## education_1st_4th -2.736187e-02 -0.0232319816
## education_5th_6th -8.984674e-02 -0.0111072126
## education_7th_8th 2.144489e-01 -0.0494728408
## education_9th 7.760424e-03 0.0755183558
## education_10th 9.817280e-02 0.0384303169
## education_11th 2.778525e-02 0.0667539371
## education_12th 5.076274e-02 0.0359431778
## education_assoc_acdm 7.260176e-02 0.0519603310
## education_assoc_voc -6.291879e-02 0.0766734292
## education_bachelors 1.592458e-01 -0.1859173345
## education_doctorate 3.182293e-02 -0.3781244476
## education_hs_grad -6.821118e-02 -0.0642398345
## education_masters -1.731246e-01 0.1394364737
## education_preschool 2.652881e-02 0.0114689092
## education_prof_school 3.631707e-02 0.3384038572
## education_some_college -1.036267e-01 0.0404581920
## marital_status_divorced 6.402261e-02 0.0989726260
## marital_status_married_af_spouse -3.712575e-02 0.0181931270
## marital_status_married_civ_spouse -1.057453e-02 -0.0036213663
## marital_status_married_spouse_absent -8.322549e-02 -0.0845824181
## marital_status_never_married -2.160617e-03 0.0219081223
## marital_status_separated -3.767730e-02 -0.1204477198
## marital_status_widowed 4.809275e-03 -0.0782126466
## occupation_adm_clerical 1.350891e-01 -0.0067412910
## occupation_armed_forces -7.299921e-04 0.1056686159
## occupation_craft_repair -3.523098e-01 0.1039160456
## occupation_exec_managerial -1.268257e-01 -0.0158788980
## occupation_farming_fishing 1.450766e-01 -0.0992170678
## occupation_handlers_cleaners 4.926701e-02 0.0703281519
## occupation_machine_op_inspct 2.384072e-01 -0.0164346086
## occupation_other_service -1.002707e-01 -0.0014305254
## occupation_priv_house_serv -2.479611e-01 -0.0692913663
## occupation_prof_specialty 5.407779e-02 0.0516425212
## occupation_protective_serv 2.255459e-02 -0.0111297714
## occupation_sales -1.336296e-05 -0.0157249697
## occupation_tech_support 2.946743e-02 -0.1197399645
## occupation_transport_moving 2.047033e-01 -0.0317415364
## relationship_husband 2.329755e-02 -0.0424932822
## relationship_not_in_family -2.535826e-02 0.0694683765
## relationship_other_relative -2.987840e-01 -0.0493736416
## relationship_own_child 1.074756e-01 0.0065599626
## relationship_unmarried 7.655436e-02 -0.0781856058
## relationship_wife -5.283739e-02 0.0982489638
## race_amer_indian_eskimo -1.494059e-01 0.1196500623
## race_asian_pac_islander -1.195885e-02 -0.0087046027
## race_black 5.312063e-02 0.0109951745
## race_other -1.642481e-01 -0.0702010875
## race_white 4.491741e-02 -0.0208968865
## sex_female -2.040701e-02 0.0150410676
## sex_male 2.040701e-02 -0.0150410676
## native_country_cambodia -3.384839e-02 0.0046650702
## native_country_canada 1.497228e-01 0.0219813392
## native_country_china -1.784660e-02 -0.1862527912
## native_country_columbia -2.027765e-03 0.0015144820
## native_country_cuba 1.512549e-01 0.1005181561
## native_country_dominican_republic 2.127341e-02 0.0007237017
## native_country_ecuador -1.560474e-01 -0.0648308775
## native_country_el_salvador -2.114828e-01 0.0201548188
## native_country_england 5.385051e-02 -0.0024252472
## native_country_france 2.514667e-02 -0.0241593486
## native_country_germany 1.791107e-01 0.0597929115
## native_country_greece -3.379579e-04 0.1123785619
## native_country_guatemala -1.872175e-01 -0.0382942673
## native_country_haiti 6.561803e-02 0.0498425187
## native_country_holand_netherlands -3.251054e-02 -0.0197887871
## native_country_honduras -5.915787e-02 -0.0127417869
## native_country_hong -3.585943e-02 -0.0235829168
## native_country_hungary -4.686091e-02 0.0399137229
## native_country_india -4.529725e-02 0.0435067737
## native_country_iran 1.501523e-02 -0.0703385485
## native_country_ireland 1.424013e-02 0.0440979720
## native_country_italy 1.046579e-01 0.0709102663
## native_country_jamaica 2.251744e-02 0.0159334333
## native_country_japan 2.046775e-02 0.0585547705
## native_country_laos 3.159451e-02 0.0480417358
## native_country_mexico 1.065476e-02 -0.0234336236
## native_country_nicaragua -5.448892e-02 -0.0352547156
## native_country_outlying_us(guam_usvi_etc) 4.611108e-02 0.0363356603
## native_country_peru 7.073583e-02 -0.0206036682
## native_country_philippines 8.221983e-02 0.0730105440
## native_country_poland 5.054393e-03 -0.0046694085
## native_country_portugal 1.715358e-01 0.0680348336
## native_country_puerto_rico 4.836968e-02 -0.0259838162
## native_country_scotland 3.949367e-02 -0.0115971355
## native_country_south -7.162059e-02 0.0404269301
## native_country_taiwan -9.261299e-03 -0.1240440623
## native_country_thailand -2.920330e-02 0.0077515358
## native_country_trinadad&tobago 2.928475e-02 0.0563769258
## native_country_united_states -1.041474e-01 -0.0556374972
## native_country_vietnam 1.362461e-02 0.0277524279
## native_country_yugoslavia 3.852822e-02 0.0309057378
## PC21 PC22
## l_capital_gain -0.2178275903 0.149080109
## l_capital_loss 0.2255994525 -0.120388505
## age 0.0273893364 -0.025717537
## fnlwgt 0.0143337931 -0.007004966
## education_num 0.0106529531 -0.066262496
## hours_per_week -0.0694796621 -0.008841270
## workclass_federal_gov 0.2060709688 0.075408860
## workclass_local_gov 0.0135094887 -0.095810665
## workclass_private 0.0229339771 -0.086101056
## workclass_self_emp_inc -0.2275883616 0.260960602
## workclass_self_emp_not_inc 0.0811458787 -0.148082365
## workclass_state_gov -0.1376352876 0.216339872
## workclass_without_pay -0.0571850684 -0.123453550
## education_1st_4th -0.1782584816 -0.005820619
## education_5th_6th 0.1176152363 0.044369955
## education_7th_8th -0.1077743789 -0.067486632
## education_9th -0.0377981577 0.119763288
## education_10th 0.1095388077 0.155664860
## education_11th 0.1131925215 -0.031163983
## education_12th -0.0574443216 -0.005046973
## education_assoc_acdm -0.0368150291 -0.097264034
## education_assoc_voc -0.2827724232 0.095262535
## education_bachelors 0.1356440845 0.195585394
## education_doctorate -0.1060802274 0.068712739
## education_hs_grad -0.0320282644 -0.006563147
## education_masters 0.0429031548 -0.431365756
## education_preschool 0.0757982463 0.044698169
## education_prof_school -0.0273284966 0.182632669
## education_some_college 0.0442012749 -0.083577242
## marital_status_divorced 0.0214601491 0.010265007
## marital_status_married_af_spouse 0.0306225274 0.099753067
## marital_status_married_civ_spouse 0.0152318855 0.003011792
## marital_status_married_spouse_absent 0.1082400634 -0.095626072
## marital_status_never_married -0.0677802819 -0.008036286
## marital_status_separated 0.0623686850 0.111136588
## marital_status_widowed -0.0415332757 -0.077109484
## occupation_adm_clerical 0.0169310601 -0.065126872
## occupation_armed_forces 0.1912000837 0.056572842
## occupation_craft_repair 0.0175076593 0.104671816
## occupation_exec_managerial -0.0673035317 -0.069578701
## occupation_farming_fishing -0.0756482932 -0.218907779
## occupation_handlers_cleaners -0.0459613398 -0.205688547
## occupation_machine_op_inspct -0.2375978977 0.065922232
## occupation_other_service 0.2095032540 0.266401212
## occupation_priv_house_serv -0.2302271376 -0.149991974
## occupation_prof_specialty 0.0570073043 -0.004668460
## occupation_protective_serv -0.1460980652 0.124295648
## occupation_sales 0.0407342120 -0.020166490
## occupation_tech_support -0.1083114237 0.034390247
## occupation_transport_moving 0.2233488849 -0.061642021
## relationship_husband 0.0163418396 -0.010267413
## relationship_not_in_family 0.0338174312 0.107643852
## relationship_other_relative 0.0330148025 -0.013830674
## relationship_own_child -0.0875663163 -0.076571522
## relationship_unmarried 0.0078215524 -0.071668683
## relationship_wife 0.0004129308 0.044729835
## race_amer_indian_eskimo 0.0131889179 -0.017792171
## race_asian_pac_islander -0.0118545965 0.013572383
## race_black -0.0573351587 -0.046242567
## race_other 0.0704969190 0.097194990
## race_white 0.0322554092 0.012618026
## sex_female -0.0221980023 0.004038937
## sex_male 0.0221980023 -0.004038937
## native_country_cambodia -0.0379918704 0.015995447
## native_country_canada 0.0473841532 0.041332813
## native_country_china 0.0393657874 0.007214580
## native_country_columbia -0.0093962770 0.006695076
## native_country_cuba -0.0257552883 -0.013646601
## native_country_dominican_republic -0.0710686644 0.076406085
## native_country_ecuador 0.0366577031 0.027182863
## native_country_el_salvador 0.1083479175 0.124926957
## native_country_england -0.0447411615 -0.090491069
## native_country_france -0.0411656393 -0.130391678
## native_country_germany -0.0523730864 -0.003622727
## native_country_greece -0.0644681505 0.011864601
## native_country_guatemala -0.2233332297 -0.121725793
## native_country_haiti 0.0801668576 -0.019091136
## native_country_holand_netherlands 0.0112462918 -0.035168129
## native_country_honduras 0.0145103346 0.038728580
## native_country_hong -0.0049335318 -0.026444898
## native_country_hungary 0.0058223737 -0.053162858
## native_country_india 0.0112846623 -0.038440953
## native_country_iran 0.0938953770 -0.082960395
## native_country_ireland 0.0173193564 0.007226774
## native_country_italy 0.0168340229 -0.011415602
## native_country_jamaica -0.0140576757 -0.128530970
## native_country_japan 0.0289262990 0.003125135
## native_country_laos -0.0261793624 0.040204743
## native_country_mexico 0.0291658347 0.005151811
## native_country_nicaragua -0.0037261212 -0.084039850
## native_country_outlying_us(guam_usvi_etc) 0.0031332488 -0.013577556
## native_country_peru 0.0996689241 -0.015281949
## native_country_philippines 0.0890619818 0.069579478
## native_country_poland -0.0030492325 -0.135018587
## native_country_portugal -0.2173418787 0.055828303
## native_country_puerto_rico 0.1603214466 0.077964249
## native_country_scotland 0.0460829331 -0.003591719
## native_country_south -0.0028837973 -0.037946635
## native_country_taiwan -0.1206269394 -0.015181333
## native_country_thailand -0.0944019097 0.008502256
## native_country_trinadad&tobago -0.0386201625 -0.007050316
## native_country_united_states -0.0056795600 0.035732419
## native_country_vietnam -0.0651848866 -0.001748068
## native_country_yugoslavia -0.0458921512 0.003533997
## PC23 PC24
## l_capital_gain -0.0310591189 -0.1989613734
## l_capital_loss -0.0004913355 0.3132563105
## age 0.0021585005 0.0117662136
## fnlwgt 0.1417227004 0.1216992108
## education_num -0.0209781503 0.0120930995
## hours_per_week -0.0825170504 -0.0665630197
## workclass_federal_gov 0.0100124088 0.1479866391
## workclass_local_gov 0.0128515440 0.0089060203
## workclass_private -0.0073164565 -0.0639366811
## workclass_self_emp_inc -0.1032171421 0.0929506410
## workclass_self_emp_not_inc 0.0609276253 0.0014411573
## workclass_state_gov 0.0090168782 -0.0850835881
## workclass_without_pay -0.0536946319 -0.0144625867
## education_1st_4th 0.1194159956 -0.0514636507
## education_5th_6th -0.1046642465 0.0087222597
## education_7th_8th 0.0916105472 0.0198193561
## education_9th 0.0838116912 -0.0233766399
## education_10th 0.0548348989 0.0391859417
## education_11th 0.0498262149 -0.0537474707
## education_12th -0.0781471064 0.0545833834
## education_assoc_acdm -0.2163343922 0.2225121340
## education_assoc_voc -0.2056205783 0.0581445247
## education_bachelors 0.2062232261 -0.1479447113
## education_doctorate -0.0008271445 -0.0505140917
## education_hs_grad -0.0603726625 0.0075725811
## education_masters 0.0184111740 0.1821512113
## education_preschool -0.0726588194 0.0659269962
## education_prof_school -0.1094374585 -0.0231682694
## education_some_college 0.0370322533 -0.0858610255
## marital_status_divorced 0.0015448029 -0.0605979817
## marital_status_married_af_spouse 0.0214228941 -0.0820197418
## marital_status_married_civ_spouse -0.0033886603 -0.0113923989
## marital_status_married_spouse_absent 0.0182417477 -0.2185873099
## marital_status_never_married -0.0220078546 0.0430710905
## marital_status_separated 0.0538849574 0.0859762504
## marital_status_widowed -0.0029943711 0.1072079134
## occupation_adm_clerical 0.1163142685 -0.0995746663
## occupation_armed_forces -0.0264516194 0.2126327288
## occupation_craft_repair 0.4032023215 0.0469028633
## occupation_exec_managerial 0.0399896278 -0.0350138980
## occupation_farming_fishing -0.0676200953 -0.0577700327
## occupation_handlers_cleaners 0.0719771112 -0.1627574451
## occupation_machine_op_inspct 0.0367217848 0.3406801777
## occupation_other_service -0.1426570704 0.0121689123
## occupation_priv_house_serv -0.0891561629 -0.1106629148
## occupation_prof_specialty 0.0785315436 -0.0220976042
## occupation_protective_serv -0.0762086554 -0.0065603045
## occupation_sales -0.0242347598 0.1261062707
## occupation_tech_support -0.3877168773 0.1553844770
## occupation_transport_moving -0.4081626567 -0.3214426221
## relationship_husband -0.0070193493 0.0064922187
## relationship_not_in_family 0.0110667341 -0.0129585653
## relationship_other_relative -0.1140597276 0.0901996018
## relationship_own_child 0.0038349674 -0.0015803147
## relationship_unmarried 0.0371649166 0.0020248725
## relationship_wife 0.0248655951 -0.0615706855
## race_amer_indian_eskimo -0.0346811969 -0.2100029577
## race_asian_pac_islander 0.0019453617 0.0204493504
## race_black 0.0542001953 0.0126428580
## race_other -0.0487977921 0.0161378197
## race_white -0.0242994773 0.0345407700
## sex_female -0.0015319024 -0.0001882779
## sex_male 0.0015319024 0.0001882779
## native_country_cambodia 0.0753470797 0.0853241938
## native_country_canada -0.0069617446 -0.0248580024
## native_country_china -0.0001717321 0.0645063566
## native_country_columbia -0.0780166332 0.0201948791
## native_country_cuba -0.0630623337 0.0143661275
## native_country_dominican_republic 0.0511679954 0.0284393537
## native_country_ecuador -0.0817377918 0.0232422790
## native_country_el_salvador -0.1794083170 -0.0444754573
## native_country_england 0.0045276430 -0.0479978208
## native_country_france -0.0809077047 -0.0313258509
## native_country_germany -0.0100386055 -0.0849280460
## native_country_greece -0.0820158796 0.0520596719
## native_country_guatemala -0.0200352275 -0.0856037139
## native_country_haiti -0.0584711025 0.0074068759
## native_country_holand_netherlands -0.0401716089 0.1640066604
## native_country_honduras 0.0357128576 -0.0165691768
## native_country_hong 0.0151486329 0.1170363255
## native_country_hungary 0.0046013567 -0.0255850189
## native_country_india -0.0622524446 -0.0197056238
## native_country_iran 0.0054431908 0.0716981604
## native_country_ireland 0.0768477968 -0.0206685480
## native_country_italy 0.0233221391 0.0244503800
## native_country_jamaica -0.0332557054 -0.1008834546
## native_country_japan 0.0597735507 -0.0638998657
## native_country_laos 0.0215025642 0.1195021753
## native_country_mexico 0.0633855364 0.0140342924
## native_country_nicaragua -0.0574161198 0.1211872213
## native_country_outlying_us(guam_usvi_etc) 0.0532177495 -0.0746573486
## native_country_peru -0.0033061672 0.0465254788
## native_country_philippines -0.0278590781 -0.0967770127
## native_country_poland 0.0826637890 -0.0662589720
## native_country_portugal 0.2218899167 0.0618158708
## native_country_puerto_rico 0.0102042393 -0.0152712708
## native_country_scotland -0.0271149646 0.0054214186
## native_country_south 0.0377632389 0.0491460080
## native_country_taiwan 0.0249062062 0.0094932636
## native_country_thailand -0.0880120827 -0.0187541386
## native_country_trinadad&tobago -0.0220702251 0.1064473031
## native_country_united_states 0.0117191928 0.0137219461
## native_country_vietnam 0.0389415908 0.0209596703
## native_country_yugoslavia -0.0299094244 -0.0123576810
## PC25 PC26
## l_capital_gain 0.249722305 0.047641361
## l_capital_loss -0.295410258 -0.067083479
## age 0.078439023 0.021795779
## fnlwgt -0.030463958 0.046960204
## education_num 0.071637581 -0.007874628
## hours_per_week -0.103436915 -0.073485515
## workclass_federal_gov -0.087567863 0.061282986
## workclass_local_gov 0.035611237 -0.018020461
## workclass_private 0.057121228 -0.008261551
## workclass_self_emp_inc -0.089320669 0.108697829
## workclass_self_emp_not_inc -0.012918865 -0.110559394
## workclass_state_gov -0.003850038 0.033860709
## workclass_without_pay 0.098801579 0.045784519
## education_1st_4th -0.116245437 0.201205346
## education_5th_6th 0.108290089 -0.112537647
## education_7th_8th 0.034568360 -0.078386613
## education_9th -0.260442821 -0.083900005
## education_10th -0.182540847 -0.028864928
## education_11th -0.125605340 0.089168598
## education_12th 0.010082141 0.100647032
## education_assoc_acdm -0.218959200 0.304863976
## education_assoc_voc 0.044124066 0.014624858
## education_bachelors 0.042439516 -0.065191060
## education_doctorate -0.149877578 0.048330511
## education_hs_grad 0.093299161 0.015569556
## education_masters 0.074733173 0.058249023
## education_preschool 0.134464704 0.308132430
## education_prof_school 0.030925553 -0.080308950
## education_some_college 0.088779355 -0.160821520
## marital_status_divorced -0.167120755 0.046895399
## marital_status_married_af_spouse -0.137310167 -0.030391022
## marital_status_married_civ_spouse -0.021076299 0.010759227
## marital_status_married_spouse_absent 0.074414987 0.327675119
## marital_status_never_married 0.026920192 -0.041111677
## marital_status_separated 0.059506327 -0.248648171
## marital_status_widowed 0.247013208 0.034272740
## occupation_adm_clerical 0.035340480 0.049383460
## occupation_armed_forces -0.092253512 0.036302074
## occupation_craft_repair -0.032159046 0.076728237
## occupation_exec_managerial 0.054250516 -0.047637972
## occupation_farming_fishing 0.085527239 -0.046386808
## occupation_handlers_cleaners -0.067883019 -0.048714238
## occupation_machine_op_inspct 0.125724574 -0.144170733
## occupation_other_service 0.110673090 0.036433916
## occupation_priv_house_serv -0.180418067 -0.095489827
## occupation_prof_specialty -0.016106647 -0.043588922
## occupation_protective_serv 0.031253174 -0.013785652
## occupation_sales -0.092364286 0.174240244
## occupation_tech_support 0.020344276 -0.026877291
## occupation_transport_moving -0.197574002 -0.054993720
## relationship_husband 0.038791200 0.022641239
## relationship_not_in_family -0.057372272 -0.003967683
## relationship_other_relative 0.054443719 -0.195904403
## relationship_own_child 0.036507698 0.057729936
## relationship_unmarried 0.060658807 0.022268238
## relationship_wife -0.165747292 -0.015945349
## race_amer_indian_eskimo -0.084858789 0.014112205
## race_asian_pac_islander -0.010886988 0.002646714
## race_black -0.003474300 -0.018267554
## race_other 0.045707360 0.033228412
## race_white 0.020457339 0.001654604
## sex_female -0.024779219 -0.002475794
## sex_male 0.024779219 0.002475794
## native_country_cambodia 0.050366211 0.033788953
## native_country_canada -0.100121519 -0.097144905
## native_country_china -0.015001409 0.086530477
## native_country_columbia -0.034778789 -0.053153499
## native_country_cuba -0.056341500 -0.065487197
## native_country_dominican_republic 0.003769740 0.228567699
## native_country_ecuador 0.153465146 -0.121981949
## native_country_el_salvador -0.045584010 0.065944223
## native_country_england -0.066754369 -0.069848311
## native_country_france -0.042250094 0.032860540
## native_country_germany 0.017025715 -0.024469316
## native_country_greece 0.023364145 -0.075162054
## native_country_guatemala -0.237604567 -0.118680472
## native_country_haiti 0.058148826 0.156238956
## native_country_holand_netherlands -0.021910909 -0.163807635
## native_country_honduras -0.059276665 -0.062319964
## native_country_hong -0.100898479 0.029612264
## native_country_hungary 0.028285420 -0.023109093
## native_country_india 0.034659298 0.158552758
## native_country_iran -0.023138057 0.004298448
## native_country_ireland 0.020015310 -0.041881450
## native_country_italy 0.115185039 -0.043974657
## native_country_jamaica 0.008253370 0.017000030
## native_country_japan 0.034862474 -0.048791579
## native_country_laos 0.094357006 0.060689678
## native_country_mexico 0.076155532 0.080389256
## native_country_nicaragua 0.040283114 -0.141442380
## native_country_outlying_us(guam_usvi_etc) -0.052443773 -0.114610439
## native_country_peru 0.056855534 -0.018787367
## native_country_philippines 0.075505580 -0.127379237
## native_country_poland 0.075195791 0.110385612
## native_country_portugal -0.158047715 0.011658530
## native_country_puerto_rico 0.016484857 -0.046941349
## native_country_scotland 0.067379655 -0.101648314
## native_country_south -0.081683007 -0.054359285
## native_country_taiwan -0.109722602 0.040814740
## native_country_thailand -0.058673699 0.097304543
## native_country_trinadad&tobago -0.065072072 -0.114048304
## native_country_united_states 0.013711163 0.036272655
## native_country_vietnam -0.034281646 -0.077866304
## native_country_yugoslavia 0.032754915 -0.061383370
## PC27 PC28
## l_capital_gain 0.041802833 -0.0331230153
## l_capital_loss -0.052384075 0.1373478090
## age -0.024323346 -0.0418070953
## fnlwgt 0.302400834 -0.0856716505
## education_num -0.007446748 -0.0239131119
## hours_per_week 0.023468473 0.0490515901
## workclass_federal_gov -0.061754467 0.0015542964
## workclass_local_gov 0.005147618 -0.0045121136
## workclass_private 0.002080300 -0.0185873535
## workclass_self_emp_inc -0.039859425 0.0786052820
## workclass_self_emp_not_inc 0.067856954 -0.0454199697
## workclass_state_gov -0.019861288 0.0229393608
## workclass_without_pay 0.054757901 0.1057005579
## education_1st_4th 0.037996179 -0.1624133287
## education_5th_6th -0.108157819 -0.1391692741
## education_7th_8th 0.049917643 0.0700400351
## education_9th 0.060018038 0.1466985380
## education_10th 0.047989626 -0.0719962770
## education_11th -0.027378050 0.1684575866
## education_12th 0.081707584 -0.2783798901
## education_assoc_acdm 0.136572944 -0.0416384651
## education_assoc_voc -0.133999762 -0.0340772611
## education_bachelors -0.014061005 0.0234417330
## education_doctorate -0.170599110 -0.0733011034
## education_hs_grad -0.023123293 -0.0150718530
## education_masters 0.049524306 -0.0786854799
## education_preschool -0.021236974 0.2708289812
## education_prof_school 0.121853986 0.1335826869
## education_some_college -0.016228399 0.0486466148
## marital_status_divorced -0.002225400 -0.0265970552
## marital_status_married_af_spouse 0.003187282 0.0379789847
## marital_status_married_civ_spouse -0.006137788 -0.0129039682
## marital_status_married_spouse_absent -0.043474530 0.2566460667
## marital_status_never_married 0.001250535 -0.0204515438
## marital_status_separated 0.107419447 0.1088381054
## marital_status_widowed -0.064832875 -0.1382848339
## occupation_adm_clerical 0.097373513 -0.0117718955
## occupation_armed_forces -0.130560512 -0.0328010833
## occupation_craft_repair 0.074572544 -0.0664431239
## occupation_exec_managerial 0.118936677 0.0662448047
## occupation_farming_fishing 0.047898744 0.0555338749
## occupation_handlers_cleaners -0.156682975 0.0624238663
## occupation_machine_op_inspct -0.104053697 0.1808113286
## occupation_other_service 0.050591595 -0.0729484034
## occupation_priv_house_serv 0.100180042 0.1016241816
## occupation_prof_specialty -0.028259521 -0.0055051620
## occupation_protective_serv -0.038092863 0.0800672317
## occupation_sales -0.244703172 -0.1022599596
## occupation_tech_support -0.027671307 -0.0143621997
## occupation_transport_moving 0.141347348 -0.0995213052
## relationship_husband -0.001022931 -0.0214097361
## relationship_not_in_family -0.005059166 -0.0384994319
## relationship_other_relative -0.101145886 0.0811706116
## relationship_own_child 0.039557871 -0.0095707833
## relationship_unmarried 0.021379812 0.0422062222
## relationship_wife -0.003050966 0.0190071394
## race_amer_indian_eskimo -0.527802602 -0.0941720666
## race_asian_pac_islander 0.094018710 -0.0037882030
## race_black 0.014796794 -0.0172057516
## race_other 0.115058981 -0.0862981238
## race_white 0.061592930 0.0646912100
## sex_female 0.001829238 -0.0026041874
## sex_male -0.001829238 0.0026041874
## native_country_cambodia -0.003174554 0.0395605253
## native_country_canada -0.179231301 0.0001865235
## native_country_china -0.004694511 0.0285273457
## native_country_columbia 0.045966116 0.0687835178
## native_country_cuba 0.087431438 -0.0993606836
## native_country_dominican_republic 0.073367762 -0.0218511411
## native_country_ecuador 0.022528758 -0.0813991368
## native_country_el_salvador 0.044245533 0.0681404420
## native_country_england -0.053961571 -0.0617246569
## native_country_france -0.001758043 0.0320417149
## native_country_germany -0.143066555 0.0148289507
## native_country_greece -0.093645765 0.0313289688
## native_country_guatemala 0.124644157 0.1371446606
## native_country_haiti -0.079555954 0.2136443238
## native_country_holand_netherlands -0.116786863 0.1521276715
## native_country_honduras -0.054497068 0.1185723681
## native_country_hong -0.024882594 0.0516051055
## native_country_hungary 0.040490551 -0.0055923311
## native_country_india 0.089118968 0.1324755752
## native_country_iran 0.005279827 -0.1339390894
## native_country_ireland -0.109232575 0.1283753618
## native_country_italy -0.128533256 -0.2517124130
## native_country_jamaica -0.042523113 -0.0089752118
## native_country_japan 0.120882438 -0.0870225176
## native_country_laos -0.009181790 0.1479301893
## native_country_mexico -0.079660123 -0.1587986411
## native_country_nicaragua 0.065615283 0.0370403202
## native_country_outlying_us(guam_usvi_etc) -0.032890818 -0.0008101843
## native_country_peru 0.049926140 0.0681099574
## native_country_philippines 0.085492756 0.0874748713
## native_country_poland -0.156177631 0.2184324549
## native_country_portugal -0.042948023 0.0100945147
## native_country_puerto_rico 0.085070171 0.1088740253
## native_country_scotland -0.046181496 0.0352249318
## native_country_south -0.076056658 -0.1278771423
## native_country_taiwan -0.014625402 -0.1258370257
## native_country_thailand 0.108563206 -0.0502648762
## native_country_trinadad&tobago -0.015560149 -0.0454523590
## native_country_united_states 0.057080696 -0.0001087899
## native_country_vietnam 0.049594659 -0.1075263734
## native_country_yugoslavia 0.074343018 0.0044075268
## PC29 PC30
## l_capital_gain -0.101659435 -0.141687480
## l_capital_loss 0.074541193 0.165037730
## age -0.037383158 -0.005827813
## fnlwgt -0.085011290 0.001763145
## education_num 0.050922342 0.004857947
## hours_per_week 0.054373023 0.018397632
## workclass_federal_gov 0.051167673 -0.058111953
## workclass_local_gov 0.038770080 -0.024525778
## workclass_private 0.036623676 -0.017328689
## workclass_self_emp_inc -0.129267682 0.087172423
## workclass_self_emp_not_inc 0.037963074 -0.016082526
## workclass_state_gov -0.099369509 0.056144436
## workclass_without_pay -0.044749391 0.030537299
## education_1st_4th 0.255082249 0.058860332
## education_5th_6th -0.213872146 0.069396561
## education_7th_8th -0.109907086 0.035498730
## education_9th 0.016283764 -0.270005806
## education_10th 0.006731282 0.314272577
## education_11th -0.319769094 -0.132228022
## education_12th 0.267314457 0.103571194
## education_assoc_acdm -0.272473742 0.081082390
## education_assoc_voc -0.021197148 0.036677537
## education_bachelors 0.111640993 -0.023526065
## education_doctorate -0.035861484 -0.086436013
## education_hs_grad 0.027792843 -0.039938678
## education_masters -0.037421523 -0.040995274
## education_preschool 0.138415075 -0.308674766
## education_prof_school 0.045337895 0.101039441
## education_some_college 0.106305003 0.005837164
## marital_status_divorced 0.072937770 -0.089539915
## marital_status_married_af_spouse -0.025177868 0.096910096
## marital_status_married_civ_spouse -0.002107162 -0.005392794
## marital_status_married_spouse_absent 0.034035618 0.344750701
## marital_status_never_married -0.009066482 -0.021646841
## marital_status_separated -0.073414008 0.057722562
## marital_status_widowed -0.061967173 -0.040196059
## occupation_adm_clerical -0.042366119 -0.011272159
## occupation_armed_forces 0.158170844 -0.055339249
## occupation_craft_repair -0.051820482 0.015717875
## occupation_exec_managerial -0.005738636 0.033790617
## occupation_farming_fishing 0.047044164 -0.053731611
## occupation_handlers_cleaners -0.137265625 0.063317748
## occupation_machine_op_inspct 0.061650620 0.011074140
## occupation_other_service 0.115064485 0.044227666
## occupation_priv_house_serv 0.093170792 -0.103102773
## occupation_prof_specialty 0.064630195 -0.016113939
## occupation_protective_serv -0.019109781 0.009395537
## occupation_sales -0.088913904 -0.083317136
## occupation_tech_support -0.046459875 0.017280628
## occupation_transport_moving 0.050863789 0.015401380
## relationship_husband 0.027761664 -0.024679575
## relationship_not_in_family -0.143927687 0.036733552
## relationship_other_relative 0.096129888 0.087918015
## relationship_own_child 0.048177284 -0.037832276
## relationship_unmarried 0.112307498 -0.051966061
## relationship_wife -0.088470903 0.049874511
## race_amer_indian_eskimo 0.022733225 -0.064055514
## race_asian_pac_islander -0.012001150 -0.003115503
## race_black -0.009761794 0.027781542
## race_other -0.100434954 -0.088460882
## race_white 0.033080829 0.018662526
## sex_female -0.004931061 0.009058215
## sex_male 0.004931061 -0.009058215
## native_country_cambodia 0.170851468 -0.071956116
## native_country_canada 0.009437255 -0.079852306
## native_country_china 0.062804324 0.007946387
## native_country_columbia 0.070193960 0.092543825
## native_country_cuba 0.046888528 0.069569431
## native_country_dominican_republic 0.212151927 0.077929153
## native_country_ecuador 0.008103927 0.060451672
## native_country_el_salvador 0.145947385 -0.199371192
## native_country_england 0.049218385 -0.113542794
## native_country_france 0.014119456 -0.045618643
## native_country_germany 0.013019145 -0.049913766
## native_country_greece -0.065816204 0.098567970
## native_country_guatemala 0.061266659 0.034205229
## native_country_haiti 0.203008079 -0.057001207
## native_country_holand_netherlands 0.120688052 0.103925923
## native_country_honduras -0.085143828 0.190903138
## native_country_hong -0.114588014 -0.136673871
## native_country_hungary -0.010496691 0.033571397
## native_country_india -0.181463496 0.080128033
## native_country_iran -0.030984654 -0.135763612
## native_country_ireland -0.018704520 0.031995708
## native_country_italy -0.055365385 0.210440021
## native_country_jamaica -0.067420082 0.114994019
## native_country_japan -0.028013623 -0.038491475
## native_country_laos -0.079834770 0.002450578
## native_country_mexico -0.073698599 -0.013015337
## native_country_nicaragua 0.013820383 -0.150611534
## native_country_outlying_us(guam_usvi_etc) -0.006101739 -0.067155107
## native_country_peru -0.024561796 0.076146643
## native_country_philippines 0.045338168 0.033361148
## native_country_poland -0.006094248 0.206756587
## native_country_portugal 0.107305243 0.018481604
## native_country_puerto_rico -0.236963096 -0.195015165
## native_country_scotland -0.005028644 -0.004346283
## native_country_south 0.035119739 -0.023123727
## native_country_taiwan -0.092321433 -0.087614288
## native_country_thailand 0.074374669 0.103204614
## native_country_trinadad&tobago -0.047175987 -0.051656478
## native_country_united_states -0.005230070 0.017289680
## native_country_vietnam 0.047454323 0.025527205
## native_country_yugoslavia -0.016947686 -0.052345600
## PC31 PC32
## l_capital_gain 0.042442152 1.729369e-01
## l_capital_loss -0.128651391 -3.711139e-01
## age 0.020513092 -2.866881e-02
## fnlwgt -0.059379844 1.128363e-02
## education_num 0.044709741 -1.610462e-02
## hours_per_week -0.030943784 -2.774926e-02
## workclass_federal_gov 0.020857940 1.171116e-01
## workclass_local_gov -0.045856111 -3.455650e-02
## workclass_private 0.016083521 -4.975772e-02
## workclass_self_emp_inc -0.096571908 -1.172102e-01
## workclass_self_emp_not_inc 0.039257458 8.523127e-02
## workclass_state_gov 0.027892888 4.507287e-02
## workclass_without_pay 0.112397085 -2.345516e-02
## education_1st_4th 0.235159771 -2.867303e-01
## education_5th_6th -0.102571236 1.029518e-01
## education_7th_8th -0.119143715 4.636561e-02
## education_9th 0.226650483 7.819958e-02
## education_10th -0.123712258 1.252711e-01
## education_11th -0.118441263 -2.303784e-02
## education_12th -0.232545643 1.952484e-01
## education_assoc_acdm 0.231300338 1.409613e-01
## education_assoc_voc -0.230063007 -1.719755e-01
## education_bachelors -0.072279181 1.807151e-02
## education_doctorate -0.048486559 4.518006e-02
## education_hs_grad 0.091810273 -6.422603e-02
## education_masters 0.036697625 4.631305e-02
## education_preschool -0.190360474 -5.197529e-02
## education_prof_school 0.054377126 -1.373467e-01
## education_some_college 0.089317796 -1.510109e-02
## marital_status_divorced -0.041774827 1.044867e-01
## marital_status_married_af_spouse 0.049367150 8.829615e-02
## marital_status_married_civ_spouse 0.011540065 4.003199e-03
## marital_status_married_spouse_absent 0.016624792 1.156395e-01
## marital_status_never_married -0.028207053 -4.490289e-02
## marital_status_separated 0.086675734 2.913126e-03
## marital_status_widowed 0.022254486 -1.975725e-01
## occupation_adm_clerical -0.152410324 -1.150064e-01
## occupation_armed_forces 0.049445652 2.546342e-01
## occupation_craft_repair -0.137854874 -1.899440e-02
## occupation_exec_managerial -0.038753978 -2.535121e-02
## occupation_farming_fishing 0.019253820 -4.825339e-02
## occupation_handlers_cleaners 0.138576152 -6.895257e-02
## occupation_machine_op_inspct 0.032902347 2.236066e-01
## occupation_other_service 0.186446819 -4.020543e-02
## occupation_priv_house_serv -0.112609172 1.193732e-01
## occupation_prof_specialty -0.016716692 -1.429068e-02
## occupation_protective_serv 0.063014801 4.094994e-02
## occupation_sales 0.080351609 1.221569e-01
## occupation_tech_support 0.170216320 -7.575654e-02
## occupation_transport_moving -0.181380183 -3.567934e-02
## relationship_husband 0.010920970 -1.548158e-02
## relationship_not_in_family 0.029452349 7.782520e-03
## relationship_other_relative 0.046193153 1.481654e-02
## relationship_own_child -0.053011410 -1.613780e-02
## relationship_unmarried -0.027442828 -1.238102e-02
## relationship_wife 0.005028474 5.337704e-02
## race_amer_indian_eskimo 0.021754782 -2.699159e-02
## race_asian_pac_islander -0.007690071 1.303438e-02
## race_black -0.010124237 -7.884391e-03
## race_other -0.016005589 -6.182328e-02
## race_white 0.010149788 2.362273e-02
## sex_female -0.022484349 -2.734948e-03
## sex_male 0.022484349 2.734948e-03
## native_country_cambodia -0.133673660 -1.031037e-02
## native_country_canada -0.126407968 -7.846500e-02
## native_country_china 0.003059600 9.936572e-02
## native_country_columbia 0.057897682 5.645643e-02
## native_country_cuba -0.033317143 -4.335628e-02
## native_country_dominican_republic -0.010654977 -2.565816e-02
## native_country_ecuador -0.063111899 8.152774e-02
## native_country_el_salvador 0.091633947 4.702277e-02
## native_country_england 0.026076733 3.700697e-02
## native_country_france 0.040404875 9.935799e-02
## native_country_germany -0.101582962 3.182362e-02
## native_country_greece -0.151652340 -1.428472e-01
## native_country_guatemala -0.137300593 1.953883e-01
## native_country_haiti -0.086491437 2.795505e-03
## native_country_holand_netherlands -0.002932918 -9.102388e-02
## native_country_honduras -0.047467291 3.250390e-02
## native_country_hong -0.126707597 -5.582540e-02
## native_country_hungary -0.012666810 -1.122073e-02
## native_country_india 0.043490734 -6.444401e-02
## native_country_iran 0.071821431 9.267478e-02
## native_country_ireland 0.033196802 3.461694e-03
## native_country_italy -0.093344392 1.110345e-01
## native_country_jamaica 0.032887584 -1.342648e-02
## native_country_japan 0.034305146 1.121776e-02
## native_country_laos -0.245229783 1.772289e-01
## native_country_mexico 0.033893956 -1.181671e-01
## native_country_nicaragua -0.101314610 -1.731556e-02
## native_country_outlying_us(guam_usvi_etc) 0.131824831 -2.139608e-02
## native_country_peru 0.119623411 1.051469e-01
## native_country_philippines 0.105284848 -5.123338e-02
## native_country_poland 0.087924340 1.188607e-01
## native_country_portugal 0.223383116 -1.144434e-01
## native_country_puerto_rico -0.022053573 -1.694164e-01
## native_country_scotland 0.117896791 7.902388e-02
## native_country_south -0.028570850 5.627259e-02
## native_country_taiwan -0.070371194 4.276380e-03
## native_country_thailand 0.014949577 -8.202934e-02
## native_country_trinadad&tobago 0.095671561 1.937017e-02
## native_country_united_states 0.002750419 -7.998735e-05
## native_country_vietnam 0.025120168 -6.633259e-03
## native_country_yugoslavia 0.021290456 1.553444e-01
## PC33 PC34
## l_capital_gain 0.0645630917 -0.108072571
## l_capital_loss -0.0909878142 0.174064689
## age -0.0644504047 -0.015684864
## fnlwgt 0.0641455163 -0.173146622
## education_num -0.0059158185 0.028804104
## hours_per_week 0.0918324996 0.002312850
## workclass_federal_gov 0.1101254345 -0.038492597
## workclass_local_gov 0.0359304832 0.014682695
## workclass_private 0.0109266317 0.032362318
## workclass_self_emp_inc -0.0455177646 -0.021279163
## workclass_self_emp_not_inc -0.0074572589 0.000923784
## workclass_state_gov -0.1018570057 -0.043064946
## workclass_without_pay -0.0809585776 0.054894473
## education_1st_4th 0.1972945012 0.054958980
## education_5th_6th -0.0619127178 0.175983892
## education_7th_8th -0.0543181750 -0.068755051
## education_9th -0.2434243233 -0.116827462
## education_10th 0.1841107961 -0.114452658
## education_11th -0.0015177827 0.030559206
## education_12th -0.2806715336 -0.029423538
## education_assoc_acdm -0.1862647779 0.203905511
## education_assoc_voc 0.1128732709 -0.199859932
## education_bachelors -0.0843546944 0.028016943
## education_doctorate -0.0153440315 0.003032298
## education_hs_grad 0.0513608973 0.008666524
## education_masters 0.1459309656 -0.136450759
## education_preschool 0.0176279457 -0.050543283
## education_prof_school -0.0587067031 0.125050030
## education_some_college 0.0583283687 0.059129570
## marital_status_divorced -0.2458552589 -0.037836788
## marital_status_married_af_spouse 0.0372397518 -0.151771867
## marital_status_married_civ_spouse -0.0038683714 0.005447693
## marital_status_married_spouse_absent 0.0320363574 -0.018552917
## marital_status_never_married 0.0388927072 0.030794378
## marital_status_separated 0.3736569885 -0.020945321
## marital_status_widowed -0.0036923705 0.034400962
## occupation_adm_clerical -0.0474030053 0.009183595
## occupation_armed_forces 0.2067482031 -0.104186606
## occupation_craft_repair -0.0623505664 0.070661232
## occupation_exec_managerial -0.0200717276 0.046912627
## occupation_farming_fishing 0.0399551939 -0.007226645
## occupation_handlers_cleaners -0.2287561275 -0.269746595
## occupation_machine_op_inspct 0.0493326668 0.179185761
## occupation_other_service -0.0125846837 0.079603741
## occupation_priv_house_serv 0.0691222041 0.181678714
## occupation_prof_specialty -0.0007396649 0.028561749
## occupation_protective_serv 0.0122189972 0.016667990
## occupation_sales 0.0765358077 -0.125024484
## occupation_tech_support 0.0568818949 -0.121571691
## occupation_transport_moving 0.1395598473 -0.072492399
## relationship_husband 0.0037430418 0.046263416
## relationship_not_in_family 0.0557174331 -0.012054969
## relationship_other_relative -0.2292986127 -0.262552407
## relationship_own_child 0.0154770921 0.088473977
## relationship_unmarried 0.0146298493 0.044133629
## relationship_wife 0.0132811965 -0.084275514
## race_amer_indian_eskimo 0.1208867813 0.218982575
## race_asian_pac_islander 0.0110563947 -0.021111219
## race_black -0.0261318499 -0.002594242
## race_other -0.0544080153 0.009239494
## race_white -0.0036134937 -0.051628482
## sex_female 0.0156546776 -0.007762281
## sex_male -0.0156546776 0.007762281
## native_country_cambodia 0.0099287847 -0.120294990
## native_country_canada 0.0340704015 -0.036057063
## native_country_china 0.0611456491 -0.103039467
## native_country_columbia -0.0026216006 0.045218626
## native_country_cuba 0.0161860817 -0.104469263
## native_country_dominican_republic -0.0391318946 -0.016402531
## native_country_ecuador -0.1326340848 -0.135551547
## native_country_el_salvador 0.0089605871 0.061213968
## native_country_england 0.0280891693 0.158639110
## native_country_france 0.0267475279 0.086312914
## native_country_germany 0.0339244619 -0.053562905
## native_country_greece 0.0490696037 -0.095204913
## native_country_guatemala 0.1036646857 0.092162209
## native_country_haiti -0.1647667400 -0.052346347
## native_country_holand_netherlands -0.1355375950 0.044099696
## native_country_honduras 0.0139352418 0.055893656
## native_country_hong 0.0154135425 -0.039550290
## native_country_hungary -0.0239443567 0.020671016
## native_country_india 0.0128374694 -0.051801745
## native_country_iran 0.0204660009 0.090952864
## native_country_ireland -0.0368437679 0.021021282
## native_country_italy -0.1369120588 0.160708649
## native_country_jamaica -0.0309222408 -0.011779563
## native_country_japan 0.0856913849 0.014558996
## native_country_laos 0.0607071532 0.203372661
## native_country_mexico 0.0160245349 0.007431491
## native_country_nicaragua -0.0392741168 -0.179698838
## native_country_outlying_us(guam_usvi_etc) -0.1556343234 -0.085634681
## native_country_peru 0.1218828721 -0.165540295
## native_country_philippines -0.0911642592 0.092843048
## native_country_poland 0.0640068430 -0.114030643
## native_country_portugal 0.0978675468 -0.052965863
## native_country_puerto_rico 0.0629635288 0.055920695
## native_country_scotland 0.0326785640 0.108029213
## native_country_south 0.0018894234 -0.104098963
## native_country_taiwan 0.0589115926 -0.055775823
## native_country_thailand 0.0017175200 0.123246928
## native_country_trinadad&tobago -0.1570702986 0.008341426
## native_country_united_states -0.0166455773 0.008774162
## native_country_vietnam -0.0104418865 -0.021513570
## native_country_yugoslavia -0.0165482665 0.153014990
## PC35 PC36
## l_capital_gain -0.0607443747 -0.079687739
## l_capital_loss 0.0616455831 -0.019135852
## age -0.0006742182 -0.008436397
## fnlwgt 0.0159399688 -0.096492955
## education_num -0.0056934286 0.004395033
## hours_per_week -0.0185015652 0.023026264
## workclass_federal_gov 0.0585739818 -0.029173015
## workclass_local_gov -0.0545245505 0.025370831
## workclass_private -0.0211129836 -0.003649344
## workclass_self_emp_inc 0.0035642638 0.039616433
## workclass_self_emp_not_inc 0.0103168270 -0.037828403
## workclass_state_gov 0.0499139466 0.017005025
## workclass_without_pay -0.0345935838 -0.005581912
## education_1st_4th 0.0229895650 -0.153296758
## education_5th_6th 0.0904095367 0.055206657
## education_7th_8th 0.0539175303 -0.126971783
## education_9th 0.1265586105 0.411185140
## education_10th -0.5063149872 0.174634335
## education_11th 0.1696996047 -0.321422351
## education_12th 0.1842831958 0.065684008
## education_assoc_acdm -0.2709862609 -0.020067670
## education_assoc_voc 0.1533591284 0.078674074
## education_bachelors -0.0151961299 0.040884257
## education_doctorate -0.0736669760 -0.074120348
## education_hs_grad 0.0328181345 -0.027106549
## education_masters 0.0913528215 0.103821998
## education_preschool -0.1671410068 0.004605328
## education_prof_school -0.0130480730 -0.079588045
## education_some_college -0.0001296617 -0.058342256
## marital_status_divorced 0.0177857035 -0.217133984
## marital_status_married_af_spouse -0.0168764829 -0.193962288
## marital_status_married_civ_spouse 0.0074805255 -0.012509173
## marital_status_married_spouse_absent 0.0834105582 0.116733016
## marital_status_never_married -0.0204027241 0.054882664
## marital_status_separated 0.0417063663 0.183144211
## marital_status_widowed -0.0984645024 0.098095186
## occupation_adm_clerical -0.0803613042 0.156581605
## occupation_armed_forces 0.1593332311 -0.091992955
## occupation_craft_repair -0.0178062991 0.036256517
## occupation_exec_managerial -0.0214445389 -0.028748089
## occupation_farming_fishing -0.0255435064 0.019395642
## occupation_handlers_cleaners -0.0819377320 -0.069254737
## occupation_machine_op_inspct 0.0155614721 -0.035756685
## occupation_other_service 0.0537709589 -0.148458239
## occupation_priv_house_serv 0.0402942774 0.008171297
## occupation_prof_specialty -0.0110350769 0.002148603
## occupation_protective_serv -0.0103948413 -0.083301947
## occupation_sales 0.0473129828 0.043057962
## occupation_tech_support 0.0980540102 -0.065375920
## occupation_transport_moving 0.0359750856 0.097483125
## relationship_husband 0.0034297167 0.013429305
## relationship_not_in_family 0.0399982032 -0.034814801
## relationship_other_relative -0.1489746086 -0.088770857
## relationship_own_child 0.0199113923 0.049335615
## relationship_unmarried -0.0177362428 0.070653406
## relationship_wife 0.0216823450 -0.073560257
## race_amer_indian_eskimo -0.1559669965 0.062566749
## race_asian_pac_islander 0.0160815582 0.003602875
## race_black 0.0486493174 -0.032643269
## race_other -0.0510446557 -0.007880276
## race_white 0.0082553373 0.010058096
## sex_female 0.0085097636 0.009894984
## sex_male -0.0085097636 -0.009894984
## native_country_cambodia -0.0534435382 -0.116100532
## native_country_canada 0.0709432017 -0.004342383
## native_country_china 0.1057438150 -0.027870024
## native_country_columbia -0.0421762515 0.256546667
## native_country_cuba 0.1407281461 0.055213812
## native_country_dominican_republic 0.1194781707 -0.075222324
## native_country_ecuador -0.2066222657 0.033390588
## native_country_el_salvador -0.0306280415 0.117249438
## native_country_england -0.1141967862 -0.114255360
## native_country_france -0.0383567262 -0.045452354
## native_country_germany -0.1275824071 -0.024248286
## native_country_greece -0.0640664285 0.020677096
## native_country_guatemala 0.0254778095 -0.113039861
## native_country_haiti -0.1152704250 -0.026061725
## native_country_holand_netherlands -0.0751900014 -0.087764907
## native_country_honduras 0.0486559720 -0.115492014
## native_country_hong -0.1011790017 0.063080885
## native_country_hungary -0.0086304305 -0.003873397
## native_country_india -0.0065374329 0.160499571
## native_country_iran -0.1601969554 -0.007939743
## native_country_ireland 0.0518521024 0.042413212
## native_country_italy 0.1044515827 -0.011323528
## native_country_jamaica 0.0195279927 -0.060679116
## native_country_japan 0.0040188269 -0.070728056
## native_country_laos 0.0187151184 0.106456889
## native_country_mexico 0.0152284955 0.019319200
## native_country_nicaragua -0.1597307460 -0.112641668
## native_country_outlying_us(guam_usvi_etc) 0.0084789174 0.131649790
## native_country_peru -0.0926962139 -0.162472220
## native_country_philippines 0.0187193355 -0.060277910
## native_country_poland 0.1508887905 0.092913442
## native_country_portugal -0.1100918391 0.065071524
## native_country_puerto_rico 0.0958316766 -0.048488525
## native_country_scotland 0.0225395555 -0.074464731
## native_country_south 0.0942289280 0.020251466
## native_country_taiwan -0.0251379195 0.026219382
## native_country_thailand 0.0049710840 -0.024168934
## native_country_trinadad&tobago 0.2118498029 0.192315333
## native_country_united_states 0.0119498215 -0.001094487
## native_country_vietnam -0.1180236193 -0.094289337
## native_country_yugoslavia -0.0916383425 0.019491526
## PC37 PC38
## l_capital_gain -0.0498042792 -0.0596808700
## l_capital_loss -0.0116546249 0.1159069645
## age -0.0008860384 0.0315916135
## fnlwgt -0.0425041886 0.1856523315
## education_num -0.0228226910 0.0099707014
## hours_per_week -0.0858899446 -0.0758551368
## workclass_federal_gov 0.0118113587 -0.0032436280
## workclass_local_gov -0.1295635922 -0.0087931816
## workclass_private -0.0472011378 -0.0084541959
## workclass_self_emp_inc -0.1087001882 -0.0234526903
## workclass_self_emp_not_inc 0.0865027609 0.0563631066
## workclass_state_gov 0.2614013183 -0.0225252356
## workclass_without_pay -0.2410734402 -0.0072923600
## education_1st_4th 0.0965631167 -0.0520627985
## education_5th_6th 0.0195284919 -0.0047426352
## education_7th_8th -0.2238997651 -0.1521427992
## education_9th -0.0103665603 0.0672201921
## education_10th 0.1350083956 0.0587533460
## education_11th 0.1832223378 -0.0689710456
## education_12th -0.1167185508 0.0095264348
## education_assoc_acdm -0.1585988950 -0.1345505196
## education_assoc_voc 0.0367220254 0.0749838464
## education_bachelors 0.0515241120 -0.0184030554
## education_doctorate -0.1920799447 0.0468625446
## education_hs_grad 0.0269716732 0.0498221141
## education_masters 0.1173382609 -0.1206382765
## education_preschool -0.0151472996 -0.0053305538
## education_prof_school 0.0061374121 0.1051269001
## education_some_college -0.0904023340 0.0481358401
## marital_status_divorced 0.1239948540 0.0216091383
## marital_status_married_af_spouse -0.1200265376 0.1076472043
## marital_status_married_civ_spouse 0.0282105081 0.0054628299
## marital_status_married_spouse_absent -0.0618860562 0.0479150443
## marital_status_never_married -0.0087660360 -0.0298021176
## marital_status_separated -0.2225077346 -0.1802026603
## marital_status_widowed -0.0255220032 0.1625949744
## occupation_adm_clerical 0.0290037208 -0.1327757422
## occupation_armed_forces -0.0340273838 0.0056652599
## occupation_craft_repair -0.0768700790 -0.0318867305
## occupation_exec_managerial -0.0126787319 0.0663346701
## occupation_farming_fishing -0.0421784812 -0.0291341441
## occupation_handlers_cleaners -0.1191943276 0.1736342186
## occupation_machine_op_inspct 0.1102831721 0.0735690443
## occupation_other_service -0.0563869686 0.0134205477
## occupation_priv_house_serv 0.0441423280 0.0318623073
## occupation_prof_specialty -0.0301860047 -0.0306868556
## occupation_protective_serv -0.0151408133 0.0825462485
## occupation_sales 0.0862185562 -0.0418198950
## occupation_tech_support 0.0722623927 0.0720870967
## occupation_transport_moving 0.0569427008 -0.1103939739
## relationship_husband 0.0367573143 -0.0080385827
## relationship_not_in_family -0.0191500651 0.0184078083
## relationship_other_relative -0.0364776325 -0.1673156420
## relationship_own_child 0.0209081640 0.0431156104
## relationship_unmarried -0.0148217790 -0.0111226570
## relationship_wife -0.0301789430 0.0596892992
## race_amer_indian_eskimo -0.1156363674 0.1062618848
## race_asian_pac_islander -0.0122354616 0.0010334580
## race_black 0.0478113733 -0.0119363017
## race_other -0.0037594024 0.0587900981
## race_white -0.0007347908 -0.0353132969
## sex_female 0.0073604690 -0.0021398113
## sex_male -0.0073604690 0.0021398113
## native_country_cambodia -0.0155255454 -0.0569865942
## native_country_canada -0.1212531493 -0.0089337952
## native_country_china -0.1067556678 -0.0263712345
## native_country_columbia -0.0233715921 0.2832436441
## native_country_cuba -0.0869725749 0.0699025617
## native_country_dominican_republic -0.0564047027 0.0172173641
## native_country_ecuador 0.0503455549 -0.1013854293
## native_country_el_salvador -0.0118265299 -0.2081568187
## native_country_england 0.1563339620 0.2214508443
## native_country_france -0.0564293795 -0.0142151262
## native_country_germany 0.0763367954 0.0056582993
## native_country_greece 0.0678464842 -0.0725423397
## native_country_guatemala 0.0096067556 -0.0635240945
## native_country_haiti 0.1057232361 -0.0283512239
## native_country_holand_netherlands 0.0115341384 -0.0808433995
## native_country_honduras 0.1243794710 0.0035942131
## native_country_hong -0.1595844588 -0.0715677988
## native_country_hungary 0.1135402989 0.1492148820
## native_country_india 0.3715148795 0.0077906546
## native_country_iran -0.0386301843 0.0064939811
## native_country_ireland -0.0223200972 -0.1700618357
## native_country_italy -0.0138007589 -0.2206504773
## native_country_jamaica 0.0111156888 -0.2078934881
## native_country_japan 0.0978616154 0.1514335005
## native_country_laos -0.0264066419 0.1303327336
## native_country_mexico 0.0172697335 0.0952023198
## native_country_nicaragua 0.0166709084 0.0748963657
## native_country_outlying_us(guam_usvi_etc) -0.0172721816 0.1068566746
## native_country_peru -0.1032702003 0.1993725633
## native_country_philippines -0.1369766461 -0.0354933999
## native_country_poland -0.0477810021 0.0728900330
## native_country_portugal 0.1001410322 -0.2912282492
## native_country_puerto_rico -0.0799407458 -0.0328790019
## native_country_scotland 0.1199991422 -0.1757753502
## native_country_south 0.0244529979 0.1027811141
## native_country_taiwan -0.1958439332 0.0020933045
## native_country_thailand -0.1348846652 0.0431752088
## native_country_trinadad&tobago 0.0984015738 -0.0258856479
## native_country_united_states -0.0326239653 0.0001604338
## native_country_vietnam 0.1302573513 -0.1326083743
## native_country_yugoslavia 0.0489054701 0.1136222416
## PC39 PC40
## l_capital_gain 0.0905366741 3.409985e-02
## l_capital_loss -0.0453582243 -6.646465e-02
## age -0.0029388624 1.221575e-03
## fnlwgt 0.0678385984 3.407162e-02
## education_num 0.0090364987 1.480840e-02
## hours_per_week 0.0029814862 2.474173e-02
## workclass_federal_gov 0.0280388188 -3.658229e-02
## workclass_local_gov 0.0978186793 -5.792873e-02
## workclass_private -0.0050996273 2.385846e-02
## workclass_self_emp_inc 0.0207016094 -8.000282e-02
## workclass_self_emp_not_inc 0.0021872269 5.477464e-02
## workclass_state_gov -0.1502293208 7.487307e-02
## workclass_without_pay -0.0619758603 -2.285027e-01
## education_1st_4th 0.0100683437 5.610927e-02
## education_5th_6th 0.0133469944 -8.479448e-02
## education_7th_8th -0.0466767684 -5.935709e-02
## education_9th 0.1166241107 2.108457e-02
## education_10th 0.0054167987 -1.276442e-01
## education_11th 0.1123125818 1.985263e-01
## education_12th -0.1661650688 1.530260e-01
## education_assoc_acdm -0.0092669627 1.532440e-01
## education_assoc_voc 0.0583759017 1.545801e-02
## education_bachelors 0.0144622152 -3.539617e-02
## education_doctorate 0.1146087994 2.192730e-02
## education_hs_grad -0.0280188983 -7.628292e-02
## education_masters -0.0496472414 -4.557949e-02
## education_preschool -0.1946101885 7.230990e-03
## education_prof_school -0.0567979661 2.056191e-02
## education_some_college -0.0035165551 -1.636935e-04
## marital_status_divorced 0.0148657069 -9.526131e-02
## marital_status_married_af_spouse -0.1423073583 9.971528e-03
## marital_status_married_civ_spouse 0.0019021322 4.833798e-03
## marital_status_married_spouse_absent 0.1422321233 -2.764196e-03
## marital_status_never_married 0.0330315401 -8.968332e-03
## marital_status_separated -0.2323842324 1.441232e-01
## marital_status_widowed 0.0424366965 5.881284e-02
## occupation_adm_clerical 0.0390757173 5.130170e-02
## occupation_armed_forces 0.0377597493 9.706294e-05
## occupation_craft_repair 0.0015832533 -5.996552e-02
## occupation_exec_managerial 0.0054481720 8.386407e-02
## occupation_farming_fishing 0.0127226298 9.941108e-03
## occupation_handlers_cleaners -0.2037880269 -4.837950e-02
## occupation_machine_op_inspct 0.1044933800 5.757978e-02
## occupation_other_service 0.0503543929 7.707911e-03
## occupation_priv_house_serv -0.0664441206 -5.119666e-02
## occupation_prof_specialty 0.0158394356 -3.094820e-02
## occupation_protective_serv -0.0379505455 5.793614e-02
## occupation_sales -0.0530537656 -5.151168e-02
## occupation_tech_support -0.0762498585 -1.681133e-01
## occupation_transport_moving 0.0826697735 8.417420e-02
## relationship_husband 0.0102176984 -4.348083e-03
## relationship_not_in_family -0.0477433661 3.731089e-02
## relationship_other_relative 0.1370783766 1.260152e-01
## relationship_own_child 0.0020878785 -7.376336e-02
## relationship_unmarried 0.0064925325 -3.872472e-02
## relationship_wife -0.0484597812 1.124805e-02
## race_amer_indian_eskimo -0.0871380724 1.427186e-01
## race_asian_pac_islander 0.0061301738 1.797634e-03
## race_black 0.0144955272 -3.864994e-02
## race_other -0.0186383132 -7.742283e-02
## race_white 0.0141325867 1.106070e-02
## sex_female 0.0190183554 -1.797525e-04
## sex_male -0.0190183554 1.797525e-04
## native_country_cambodia -0.0260833178 2.048295e-01
## native_country_canada 0.1394182579 -1.927410e-01
## native_country_china 0.0250740192 -3.147112e-02
## native_country_columbia 0.0004353111 1.912170e-01
## native_country_cuba -0.0598486061 2.525229e-01
## native_country_dominican_republic -0.0757572328 -5.885345e-02
## native_country_ecuador 0.0199404106 -1.083458e-01
## native_country_el_salvador -0.0302325566 -1.101436e-01
## native_country_england -0.1370545528 -3.039956e-02
## native_country_france 0.0037079656 -2.442792e-01
## native_country_germany 0.0029268737 1.470053e-01
## native_country_greece -0.0032710382 -2.044856e-01
## native_country_guatemala -0.0794497372 -9.810511e-02
## native_country_haiti -0.0968580091 -6.941355e-02
## native_country_holand_netherlands 0.2142644927 1.527857e-01
## native_country_honduras -0.0946964635 -5.804064e-02
## native_country_hong -0.2298142225 2.214383e-01
## native_country_hungary 0.0336408481 5.530416e-02
## native_country_india -0.1229761333 6.818987e-02
## native_country_iran 0.0722271644 -1.227596e-02
## native_country_ireland 0.0607416377 7.658469e-02
## native_country_italy -0.2873491112 -5.596652e-03
## native_country_jamaica 0.1268170872 8.227282e-03
## native_country_japan -0.1093320123 -1.100509e-01
## native_country_laos 0.0514013629 -4.925602e-02
## native_country_mexico 0.0848028650 1.875745e-02
## native_country_nicaragua -0.0826119937 8.353897e-02
## native_country_outlying_us(guam_usvi_etc) -0.0760774149 7.122582e-02
## native_country_peru -0.0058041377 -6.212010e-02
## native_country_philippines -0.1223948730 -1.467516e-01
## native_country_poland 0.1432135785 4.811910e-02
## native_country_portugal -0.1105548613 -6.514900e-02
## native_country_puerto_rico 0.0652891566 4.604921e-02
## native_country_scotland -0.1572899144 2.349577e-01
## native_country_south -0.0483616065 7.916319e-02
## native_country_taiwan 0.1401752808 -9.527573e-02
## native_country_thailand 0.1483911349 2.094282e-01
## native_country_trinadad&tobago 0.0529396579 -1.668644e-01
## native_country_united_states 0.0189256125 2.469768e-03
## native_country_vietnam 0.3774005121 1.962576e-02
## native_country_yugoslavia 0.1489414237 5.797805e-02
## PC41 PC42
## l_capital_gain 0.0391907074 5.837596e-02
## l_capital_loss -0.0247537020 -1.509755e-02
## age 0.0311665520 -5.206076e-03
## fnlwgt -0.0561643675 2.711970e-03
## education_num 0.0002750081 -1.040850e-02
## hours_per_week 0.0180971676 6.663405e-03
## workclass_federal_gov 0.0257252236 -2.627624e-02
## workclass_local_gov 0.0372201025 3.882627e-02
## workclass_private -0.0202002957 -5.247322e-02
## workclass_self_emp_inc -0.0144229532 3.024832e-02
## workclass_self_emp_not_inc 0.0265514074 6.320601e-02
## workclass_state_gov -0.0568736298 -3.982799e-03
## workclass_without_pay 0.0885756441 -2.097322e-01
## education_1st_4th 0.0381794863 3.690065e-02
## education_5th_6th 0.0191441615 -7.472348e-03
## education_7th_8th -0.2166074967 3.061633e-02
## education_9th 0.0257293487 -2.109249e-02
## education_10th 0.0563367853 -6.925966e-02
## education_11th 0.0981644364 9.733384e-03
## education_12th 0.0477325360 -2.989102e-02
## education_assoc_acdm -0.0210144037 4.146799e-02
## education_assoc_voc 0.0952261303 -1.061914e-01
## education_bachelors -0.0668421771 2.756047e-02
## education_doctorate 0.0785083163 -1.151402e-02
## education_hs_grad -0.0342271198 1.171514e-02
## education_masters 0.0475691018 -5.099920e-02
## education_preschool 0.0361587305 5.767129e-02
## education_prof_school -0.0854568673 1.644294e-02
## education_some_college 0.0101272155 3.940669e-02
## marital_status_divorced -0.0583524199 -4.520050e-02
## marital_status_married_af_spouse 0.2970021614 -1.333204e-01
## marital_status_married_civ_spouse -0.0267645910 1.264749e-03
## marital_status_married_spouse_absent -0.0004906544 1.505047e-02
## marital_status_never_married -0.0107958291 1.141759e-02
## marital_status_separated 0.1148932403 1.037746e-01
## marital_status_widowed 0.0650783317 -3.906043e-02
## occupation_adm_clerical -0.0183816489 -2.260811e-02
## occupation_armed_forces -0.0151647337 -1.590880e-01
## occupation_craft_repair -0.0197828803 -3.038749e-02
## occupation_exec_managerial 0.0172805323 1.717058e-02
## occupation_farming_fishing 0.0073305442 -8.895665e-02
## occupation_handlers_cleaners 0.0664840660 1.151621e-01
## occupation_machine_op_inspct 0.0606037749 2.142408e-02
## occupation_other_service -0.0642099999 -4.040365e-02
## occupation_priv_house_serv -0.0116386428 -2.767991e-02
## occupation_prof_specialty -0.0354722927 5.476513e-05
## occupation_protective_serv 0.0217995387 -8.440086e-02
## occupation_sales 0.0149641540 -7.287706e-02
## occupation_tech_support -0.0349423833 1.772450e-01
## occupation_transport_moving 0.0351959847 9.397401e-02
## relationship_husband -0.0229007405 -1.852389e-02
## relationship_not_in_family 0.0357358716 2.051461e-02
## relationship_other_relative -0.0383271972 -2.552632e-02
## relationship_own_child 0.0035199705 -6.050752e-03
## relationship_unmarried -0.0159867899 -5.413004e-03
## relationship_wife 0.0277056622 3.944298e-02
## race_amer_indian_eskimo -0.1954279287 4.918719e-02
## race_asian_pac_islander 0.0165880126 4.994030e-03
## race_black 0.0286615748 -1.686802e-02
## race_other 0.0040566626 -1.518963e-02
## race_white 0.0219167177 1.762699e-03
## sex_female -0.0185107466 4.460278e-03
## sex_male 0.0185107466 -4.460278e-03
## native_country_cambodia 0.0539147538 -6.849227e-02
## native_country_canada 0.0715253743 -4.386607e-03
## native_country_china -0.1758883780 6.063267e-02
## native_country_columbia -0.0053469629 1.579127e-01
## native_country_cuba -0.0268734674 -1.611320e-01
## native_country_dominican_republic 0.1785933812 2.077160e-01
## native_country_ecuador -0.0166790035 -2.395134e-01
## native_country_el_salvador 0.0411033638 1.288480e-01
## native_country_england 0.2654623464 -1.547466e-01
## native_country_france -0.2021291267 1.546528e-01
## native_country_germany -0.1501872811 -8.857284e-02
## native_country_greece 0.0330648650 -4.398221e-02
## native_country_guatemala -0.0986477445 -1.261039e-01
## native_country_haiti -0.0159739761 -2.576893e-02
## native_country_holand_netherlands -0.0291818201 -5.486690e-02
## native_country_honduras 0.1362948212 1.364448e-01
## native_country_hong -0.1655123567 2.273004e-02
## native_country_hungary -0.0330014384 2.322375e-01
## native_country_india -0.0196472121 -1.446422e-01
## native_country_iran 0.3203540549 1.611655e-02
## native_country_ireland -0.0231608213 -8.148433e-02
## native_country_italy -0.0053428772 2.376504e-01
## native_country_jamaica 0.0409536069 -2.754974e-02
## native_country_japan -0.2492510394 -6.613219e-02
## native_country_laos 0.1183656373 1.072644e-01
## native_country_mexico -0.0526977627 -9.371665e-02
## native_country_nicaragua 0.0780144757 2.999881e-01
## native_country_outlying_us(guam_usvi_etc) 0.1304733431 5.364460e-02
## native_country_peru -0.3261246709 -1.949395e-02
## native_country_philippines 0.2055990493 -1.189444e-01
## native_country_poland 0.1002836372 7.509163e-02
## native_country_portugal -0.0712018387 4.530953e-02
## native_country_puerto_rico -0.0410429604 1.780457e-02
## native_country_scotland 0.0799171613 -1.756325e-01
## native_country_south -0.1255944494 1.401187e-01
## native_country_taiwan 0.1073864298 -8.509459e-02
## native_country_thailand -0.0400238863 -1.963912e-01
## native_country_trinadad&tobago -0.0839992270 -9.138267e-02
## native_country_united_states -0.0009164817 5.510335e-03
## native_country_vietnam 0.0903541820 3.343289e-01
## native_country_yugoslavia -0.1405248113 -3.774521e-02
## PC43 PC44
## l_capital_gain -0.1077163780 -2.973410e-02
## l_capital_loss -0.0203769677 1.679774e-02
## age -0.0157856567 1.948048e-02
## fnlwgt -0.0032916495 2.458904e-02
## education_num 0.0186832518 1.178683e-02
## hours_per_week 0.0334655031 -5.387228e-02
## workclass_federal_gov 0.0074254538 -6.060505e-03
## workclass_local_gov -0.0195711546 -4.773888e-02
## workclass_private -0.0023321893 -1.224343e-02
## workclass_self_emp_inc -0.0012111626 -2.063766e-02
## workclass_self_emp_not_inc 0.0104549789 2.630113e-02
## workclass_state_gov 0.0353001381 6.099516e-02
## workclass_without_pay -0.2391245466 1.254342e-01
## education_1st_4th 0.0124568769 3.585878e-02
## education_5th_6th 0.0179755918 2.222838e-02
## education_7th_8th 0.0681747961 6.739927e-02
## education_9th -0.0419161282 -3.694260e-02
## education_10th -0.0699540064 -7.434268e-02
## education_11th -0.0210120264 1.202655e-02
## education_12th -0.0785516766 -1.021838e-01
## education_assoc_acdm 0.0121851765 1.550713e-02
## education_assoc_voc 0.0585312681 5.502804e-02
## education_bachelors 0.0160537424 2.034304e-02
## education_doctorate -0.0190647917 -1.241670e-02
## education_hs_grad 0.0013395223 1.409619e-02
## education_masters -0.0141145411 -9.830331e-03
## education_preschool -0.0003496083 -1.443014e-02
## education_prof_school 0.0203495868 1.799511e-02
## education_some_college -0.0016143069 -3.459399e-02
## marital_status_divorced 0.0066531906 7.548928e-02
## marital_status_married_af_spouse 0.1116487309 -1.134640e-01
## marital_status_married_civ_spouse -0.0018394898 1.700907e-03
## marital_status_married_spouse_absent -0.0335968515 -2.418998e-02
## marital_status_never_married 0.0077431067 -1.731039e-03
## marital_status_separated -0.0593975518 -6.810787e-02
## marital_status_widowed 0.0364684903 -5.227139e-02
## occupation_adm_clerical 0.0132485693 1.166593e-02
## occupation_armed_forces -0.0164299530 -3.950249e-02
## occupation_craft_repair -0.0304208918 5.990429e-03
## occupation_exec_managerial -0.0148932181 1.379171e-02
## occupation_farming_fishing -0.0424965306 -6.876641e-02
## occupation_handlers_cleaners 0.0353307330 -1.587085e-02
## occupation_machine_op_inspct 0.0133603375 1.806938e-02
## occupation_other_service 0.0345785917 6.268216e-03
## occupation_priv_house_serv 0.0137434137 6.937282e-03
## occupation_prof_specialty 0.0241485887 4.453500e-03
## occupation_protective_serv -0.0193524958 -2.448361e-02
## occupation_sales -0.0303675526 -3.140784e-03
## occupation_tech_support -0.0359495746 -3.138375e-02
## occupation_transport_moving 0.0332645056 3.325375e-02
## relationship_husband 0.0092585888 2.312932e-03
## relationship_not_in_family -0.0191362345 -1.117263e-02
## relationship_other_relative -0.0061834247 9.055751e-03
## relationship_own_child 0.0024676404 4.240491e-02
## relationship_unmarried 0.0184236014 -2.932586e-02
## relationship_wife -0.0079367282 -1.789857e-02
## race_amer_indian_eskimo -0.0349195562 1.075091e-01
## race_asian_pac_islander -0.0004672783 -1.422946e-02
## race_black 0.0093878352 1.538706e-03
## race_other 0.0090763287 8.083782e-03
## race_white -0.0001306886 -2.674412e-02
## sex_female -0.0059995672 -2.304589e-03
## sex_male 0.0059995672 2.304589e-03
## native_country_cambodia -0.1097547122 -1.105703e-01
## native_country_canada 0.0950592830 6.416513e-02
## native_country_china -0.1327241755 4.660390e-02
## native_country_columbia -0.1278217490 -1.592026e-01
## native_country_cuba -0.1537064406 4.227479e-01
## native_country_dominican_republic -0.1111115809 7.912970e-02
## native_country_ecuador 0.0300924748 9.872292e-02
## native_country_el_salvador -0.0188765292 1.545801e-01
## native_country_england -0.3283084929 -1.792361e-01
## native_country_france 0.0098408453 -2.278672e-01
## native_country_germany -0.1189847237 -9.041217e-02
## native_country_greece 0.0515219146 1.249056e-02
## native_country_guatemala 0.1092261322 -2.022148e-02
## native_country_haiti 0.1327034465 -1.219594e-01
## native_country_holand_netherlands -0.0554122189 3.835262e-02
## native_country_honduras -0.1968387826 5.602537e-02
## native_country_hong -0.2238940383 8.154290e-02
## native_country_hungary -0.0929894674 2.798860e-01
## native_country_india 0.0360236625 -3.884719e-02
## native_country_iran 0.2342015132 2.333088e-01
## native_country_ireland -0.1078943634 -1.031398e-01
## native_country_italy 0.0703216506 -1.991686e-01
## native_country_jamaica -0.0586837475 1.423655e-01
## native_country_japan 0.0412833076 -1.959025e-02
## native_country_laos 0.2299994066 1.757370e-01
## native_country_mexico 0.0152913942 -3.709966e-02
## native_country_nicaragua 0.1671444370 -1.679868e-02
## native_country_outlying_us(guam_usvi_etc) 0.2777890754 -2.212890e-02
## native_country_peru 0.0615293725 3.001177e-02
## native_country_philippines -0.0386669742 1.032713e-01
## native_country_poland 0.1069304159 1.877576e-02
## native_country_portugal 0.1724610902 1.382951e-01
## native_country_puerto_rico -0.0088302956 -2.515060e-01
## native_country_scotland 0.1442511931 -1.063293e-02
## native_country_south 0.1776449266 3.867347e-02
## native_country_taiwan -0.0193240909 -6.873690e-02
## native_country_thailand 0.3637502431 -2.749123e-01
## native_country_trinadad&tobago -0.1221272400 -1.627594e-01
## native_country_united_states 0.0051070134 4.837186e-05
## native_country_vietnam -0.2071114279 -1.611033e-01
## native_country_yugoslavia -0.0041796536 2.036441e-01
## PC45 PC46
## l_capital_gain -2.559581e-02 -0.0021984369
## l_capital_loss -6.086313e-02 0.0193248988
## age -5.569315e-03 -0.0270466860
## fnlwgt 1.190376e-02 0.0206041462
## education_num 7.117397e-04 -0.0017577301
## hours_per_week -6.740551e-03 0.0242083924
## workclass_federal_gov -1.111652e-02 -0.0063705702
## workclass_local_gov -1.742282e-02 -0.0063177511
## workclass_private -5.803804e-04 -0.0041053500
## workclass_self_emp_inc 2.987447e-02 -0.0148569996
## workclass_self_emp_not_inc -1.720607e-02 -0.0017455029
## workclass_state_gov 3.339840e-02 0.0381805014
## workclass_without_pay -4.704222e-02 0.0013502436
## education_1st_4th 6.450382e-03 0.0081020101
## education_5th_6th -2.542459e-03 0.0147251599
## education_7th_8th 4.209183e-03 0.0428252344
## education_9th -8.755884e-03 -0.0133077028
## education_10th -4.575738e-03 -0.0317821144
## education_11th 3.803384e-02 -0.0072951294
## education_12th 1.871673e-02 -0.0158719560
## education_assoc_acdm -5.946442e-03 -0.0085694470
## education_assoc_voc -7.858329e-02 -0.0267855104
## education_bachelors 3.407444e-02 -0.0020037864
## education_doctorate -3.106516e-02 -0.0374566459
## education_hs_grad -1.679350e-02 0.0059488337
## education_masters 1.906245e-02 0.0359988680
## education_preschool -1.125839e-02 -0.0283439090
## education_prof_school -7.573003e-03 0.0048760689
## education_some_college 1.101429e-02 0.0083023898
## marital_status_divorced 6.557936e-03 0.0059842012
## marital_status_married_af_spouse 8.013021e-02 0.1790292837
## marital_status_married_civ_spouse -8.975862e-03 -0.0196146967
## marital_status_married_spouse_absent 1.566619e-03 -0.0093839094
## marital_status_never_married 4.755821e-03 0.0102700420
## marital_status_separated -1.324861e-02 -0.0163657893
## marital_status_widowed -9.696453e-05 0.0122285554
## occupation_adm_clerical -1.991342e-02 -0.0318567007
## occupation_armed_forces 9.420642e-03 -0.0307086123
## occupation_craft_repair 4.730729e-02 0.0233774693
## occupation_exec_managerial 1.055173e-02 0.0040013483
## occupation_farming_fishing -1.210483e-02 -0.0336466844
## occupation_handlers_cleaners -1.034238e-01 -0.0556972443
## occupation_machine_op_inspct 1.852178e-02 0.0086608050
## occupation_other_service -1.621479e-02 -0.0111580326
## occupation_priv_house_serv -2.949139e-03 -0.0038009212
## occupation_prof_specialty 5.261720e-04 0.0161045304
## occupation_protective_serv -1.983284e-02 -0.0362105804
## occupation_sales -2.938945e-02 -0.0130490296
## occupation_tech_support 4.483786e-02 0.0057460759
## occupation_transport_moving 6.989491e-02 0.1081669201
## relationship_husband -8.374250e-03 -0.0080817676
## relationship_not_in_family -1.361689e-02 -0.0116475562
## relationship_other_relative 9.348806e-03 -0.0150989401
## relationship_own_child 7.702998e-03 0.0188942300
## relationship_unmarried 1.614569e-02 0.0201048222
## relationship_wife 3.830404e-03 -0.0058034656
## race_amer_indian_eskimo 7.031720e-02 -0.0016003160
## race_asian_pac_islander -5.801178e-03 -0.0001934598
## race_black -9.017195e-03 0.0055527478
## race_other -1.844621e-02 -0.0133467301
## race_white -4.742778e-03 -0.0007308381
## sex_female -8.951257e-04 -0.0013711044
## sex_male 8.951257e-04 0.0013711044
## native_country_cambodia 2.050023e-01 0.2403869095
## native_country_canada 1.689085e-01 -0.4349897832
## native_country_china -2.945057e-01 -0.0049597955
## native_country_columbia 3.036268e-02 -0.0178002282
## native_country_cuba 7.744291e-02 -0.1367081481
## native_country_dominican_republic -9.255931e-02 -0.0429985082
## native_country_ecuador 1.413856e-01 -0.1079947557
## native_country_el_salvador -1.529409e-01 0.0684357813
## native_country_england -5.624973e-02 -0.1132893001
## native_country_france 3.610929e-01 0.0440581898
## native_country_germany -3.155259e-01 0.3953076749
## native_country_greece -1.052476e-01 0.1605144986
## native_country_guatemala -1.669562e-01 -0.0630289478
## native_country_haiti 1.236969e-01 -0.0599139989
## native_country_holand_netherlands -1.352364e-01 0.1218053616
## native_country_honduras 1.282750e-01 0.0705892294
## native_country_hong 7.984537e-02 -0.1707776083
## native_country_hungary 2.760749e-01 0.1870977748
## native_country_india 1.453308e-02 -0.0859983264
## native_country_iran -1.554003e-01 0.1899061112
## native_country_ireland -4.217556e-02 -0.0825574138
## native_country_italy -8.237698e-02 0.0250928203
## native_country_jamaica -1.101663e-01 -0.0444406735
## native_country_japan -2.023788e-01 -0.2063701169
## native_country_laos -1.053972e-01 -0.0460488081
## native_country_mexico 7.553412e-02 0.0250542530
## native_country_nicaragua 8.308416e-02 -0.0761614939
## native_country_outlying_us(guam_usvi_etc) -2.200852e-01 -0.0471368066
## native_country_peru -2.285104e-02 -0.0073702800
## native_country_philippines 1.253757e-01 0.1292920557
## native_country_poland 1.080898e-01 0.0135308526
## native_country_portugal 1.182806e-01 0.0857526861
## native_country_puerto_rico -3.098852e-02 0.1230031722
## native_country_scotland 1.722827e-01 -0.2260646221
## native_country_south 2.822576e-02 0.1270564876
## native_country_taiwan 2.393528e-01 0.1443372028
## native_country_thailand 3.371004e-02 -0.0496042921
## native_country_trinadad&tobago 9.875389e-02 0.1839715311
## native_country_united_states -5.373156e-03 -0.0062883714
## native_country_vietnam -8.755015e-02 -0.2858966185
## native_country_yugoslavia 1.252382e-01 0.0930950266
## PC47 PC48
## l_capital_gain -0.0272476816 -0.0173569882
## l_capital_loss 0.0079328482 0.0010945813
## age -0.0056893517 0.0090865558
## fnlwgt -0.0110891756 -0.0120840956
## education_num -0.0012964148 0.0053878715
## hours_per_week 0.0220274938 -0.0178014538
## workclass_federal_gov 0.0057656102 -0.0009031247
## workclass_local_gov 0.0075077289 -0.0052749252
## workclass_private 0.0106196158 0.0073267477
## workclass_self_emp_inc -0.0321091551 0.0189635580
## workclass_self_emp_not_inc 0.0204065301 0.0112647023
## workclass_state_gov -0.0152763426 -0.0309492383
## workclass_without_pay -0.1912939137 -0.0989851567
## education_1st_4th -0.0302605189 0.0076348661
## education_5th_6th 0.0132188408 -0.0007941764
## education_7th_8th 0.0786246251 -0.0232608492
## education_9th 0.0097680826 -0.0093074875
## education_10th -0.0262051532 0.0088501856
## education_11th -0.0407032905 0.0047826180
## education_12th -0.0076087711 -0.0139879670
## education_assoc_acdm -0.0074078203 -0.0237590051
## education_assoc_voc 0.0063451132 0.0166411532
## education_bachelors 0.0073455747 0.0008380889
## education_doctorate 0.0285151937 0.0290631273
## education_hs_grad -0.0001342573 0.0056451271
## education_masters -0.0369702327 -0.0164748163
## education_preschool 0.0033988016 0.0071077283
## education_prof_school 0.0399089811 0.0060146887
## education_some_college -0.0020565826 0.0011677798
## marital_status_divorced 0.0106989263 0.0029172226
## marital_status_married_af_spouse 0.1001546255 0.0880893807
## marital_status_married_civ_spouse -0.0090189493 0.0001414099
## marital_status_married_spouse_absent 0.0133941527 0.0000751121
## marital_status_never_married 0.0024844024 -0.0049475793
## marital_status_separated -0.0177136212 -0.0085911854
## marital_status_widowed -0.0085788750 0.0022682117
## occupation_adm_clerical 0.0045758891 0.0189930070
## occupation_armed_forces -0.0211767814 -0.0520811099
## occupation_craft_repair 0.0171576600 -0.0002699998
## occupation_exec_managerial 0.0228185737 -0.0207836089
## occupation_farming_fishing -0.0084678479 0.0045814416
## occupation_handlers_cleaners 0.0140484478 0.0081211939
## occupation_machine_op_inspct -0.0346540380 0.0042097950
## occupation_other_service -0.0066331628 0.0208769939
## occupation_priv_house_serv -0.0149881091 0.0061042559
## occupation_prof_specialty 0.0024180456 -0.0068121482
## occupation_protective_serv 0.0255211170 0.0224508615
## occupation_sales -0.0187505638 0.0025104212
## occupation_tech_support 0.0154640110 0.0146365563
## occupation_transport_moving -0.0251491917 -0.0585734340
## relationship_husband -0.0020875227 0.0086384121
## relationship_not_in_family -0.0315335787 0.0107379610
## relationship_other_relative 0.0234252030 -0.0054437421
## relationship_own_child 0.0241609045 -0.0046706992
## relationship_unmarried 0.0118712385 -0.0171692733
## relationship_wife -0.0063975646 -0.0052156490
## race_amer_indian_eskimo -0.0337858818 0.0304073439
## race_asian_pac_islander 0.0018029746 -0.0050076225
## race_black 0.0035188780 -0.0015610363
## race_other 0.0021589151 0.0093055419
## race_white 0.0051386815 -0.0071953635
## sex_female 0.0031137104 -0.0055730729
## sex_male -0.0031137104 0.0055730729
## native_country_cambodia -0.0364885208 -0.3625947581
## native_country_canada -0.2342172669 -0.3220054460
## native_country_china 0.0370490784 0.0574119219
## native_country_columbia -0.0782863978 0.0233164898
## native_country_cuba 0.2574920206 0.3309279477
## native_country_dominican_republic -0.1141892408 -0.0434585906
## native_country_ecuador 0.0983368195 0.0112025434
## native_country_el_salvador 0.1177180912 -0.1117240018
## native_country_england 0.3672914146 -0.1325528214
## native_country_france 0.2696957823 0.1152128647
## native_country_germany -0.1926166419 0.0482071134
## native_country_greece 0.0015609979 0.0613343767
## native_country_guatemala -0.1457429813 0.0799008977
## native_country_haiti -0.0626418752 0.3167252921
## native_country_holand_netherlands 0.1241988408 -0.0501419180
## native_country_honduras -0.1874376100 -0.0780021474
## native_country_hong -0.1373827100 -0.0666008515
## native_country_hungary -0.1676337648 0.1080026048
## native_country_india 0.0548700105 -0.1494130977
## native_country_iran -0.2293577392 0.1895865072
## native_country_ireland -0.0462184656 0.3115949070
## native_country_italy 0.0082094028 -0.0701352114
## native_country_jamaica 0.1765151205 -0.2347845504
## native_country_japan -0.2005830574 0.1220406765
## native_country_laos 0.2750869623 0.0025658208
## native_country_mexico -0.0123355239 -0.0042578626
## native_country_nicaragua -0.1157957965 0.0199609614
## native_country_outlying_us(guam_usvi_etc) 0.0393472488 -0.1822733152
## native_country_peru 0.0257561082 -0.1430750305
## native_country_philippines -0.0771346798 0.0161284303
## native_country_poland -0.0236260989 0.0125105948
## native_country_portugal 0.1377456819 -0.0440024705
## native_country_puerto_rico 0.1719748591 0.0560393535
## native_country_scotland -0.1014763791 0.1253792639
## native_country_south 0.1834799914 -0.0547314733
## native_country_taiwan 0.0311357698 0.1720237422
## native_country_thailand -0.1349419171 -0.0916272264
## native_country_trinadad&tobago -0.2231059344 0.0199621737
## native_country_united_states 0.0053947240 0.0019628649
## native_country_vietnam -0.0104828060 0.1431288263
## native_country_yugoslavia -0.0661516987 -0.2608199881
## PC49 PC50
## l_capital_gain -0.0048212240 -0.0148022631
## l_capital_loss -0.0087634938 0.0005997085
## age 0.0023832036 0.0040243808
## fnlwgt 0.0135945159 -0.0043560875
## education_num -0.0093120362 0.0011319491
## hours_per_week 0.0160161972 0.0030276202
## workclass_federal_gov -0.0015603199 0.0018233537
## workclass_local_gov 0.0239695993 -0.0051676765
## workclass_private 0.0019517216 0.0084921839
## workclass_self_emp_inc 0.0074652305 0.0082785852
## workclass_self_emp_not_inc -0.0071660553 0.0006915597
## workclass_state_gov -0.0208568377 -0.0260902308
## workclass_without_pay -0.0846747564 0.0371640816
## education_1st_4th -0.0200730016 0.0047811958
## education_5th_6th -0.0096966608 -0.0035487849
## education_7th_8th -0.0225193695 -0.0115569498
## education_9th 0.0200513982 0.0041171642
## education_10th 0.0448309995 0.0032407123
## education_11th 0.0231510781 -0.0117576855
## education_12th 0.0160272347 -0.0025345561
## education_assoc_acdm -0.0116103388 -0.0082708627
## education_assoc_voc -0.0468990803 -0.0213788474
## education_bachelors 0.0025226674 0.0014409125
## education_doctorate 0.0236981391 -0.0114825047
## education_hs_grad -0.0077583208 -0.0020685771
## education_masters -0.0037574322 0.0050956095
## education_preschool -0.0010012885 0.0045140876
## education_prof_school -0.0110206671 0.0007759990
## education_some_college 0.0088383063 0.0219545020
## marital_status_divorced -0.0052789409 -0.0173754439
## marital_status_married_af_spouse 0.1362803050 -0.1101551858
## marital_status_married_civ_spouse -0.0036557829 0.0092202455
## marital_status_married_spouse_absent 0.0195881498 0.0060263530
## marital_status_never_married -0.0084400458 0.0031558387
## marital_status_separated -0.0106610768 0.0204868196
## marital_status_widowed 0.0221909946 -0.0081716898
## occupation_adm_clerical 0.0350678862 0.0086527484
## occupation_armed_forces -0.0127493549 0.0543381439
## occupation_craft_repair 0.0283306989 0.0150837997
## occupation_exec_managerial -0.0044966957 0.0046962185
## occupation_farming_fishing -0.0184526357 0.0052118661
## occupation_handlers_cleaners -0.0345381740 0.0035654139
## occupation_machine_op_inspct -0.0012770302 -0.0122061054
## occupation_other_service 0.0146417217 -0.0108408771
## occupation_priv_house_serv -0.0024755222 0.0088849963
## occupation_prof_specialty -0.0125908762 0.0140607399
## occupation_protective_serv 0.0167229269 -0.0117290087
## occupation_sales 0.0069312806 -0.0247587760
## occupation_tech_support -0.0177607859 -0.0151236412
## occupation_transport_moving -0.0464564104 0.0052492934
## relationship_husband 0.0112522140 0.0028338085
## relationship_not_in_family 0.0062969545 -0.0087614573
## relationship_other_relative 0.0061783322 -0.0132178299
## relationship_own_child -0.0032080526 0.0030574425
## relationship_unmarried -0.0104437009 0.0089841466
## relationship_wife -0.0238135863 0.0040244608
## race_amer_indian_eskimo 0.0070804416 0.0032180401
## race_asian_pac_islander 0.0004327562 0.0009695046
## race_black -0.0070175685 -0.0014905583
## race_other -0.0013193583 0.0012347862
## race_white 0.0040253167 -0.0004355444
## sex_female -0.0002231613 0.0039872724
## sex_male 0.0002231613 -0.0039872724
## native_country_cambodia -0.1579147927 -0.1309161215
## native_country_canada 0.0956428546 -0.0119873698
## native_country_china 0.2009576371 0.1353502851
## native_country_columbia 0.0950160181 -0.1962854216
## native_country_cuba -0.0753105924 -0.0677755987
## native_country_dominican_republic 0.1330539093 0.0685470040
## native_country_ecuador -0.1269413828 0.0809098341
## native_country_el_salvador -0.1564781996 -0.0334529005
## native_country_england -0.0453827564 0.1281072242
## native_country_france 0.1798185475 -0.0582488569
## native_country_germany 0.0552248467 0.1339633178
## native_country_greece 0.0671692555 0.0360432313
## native_country_guatemala -0.0446620760 0.0269344681
## native_country_haiti -0.2076584453 -0.0488882610
## native_country_holand_netherlands -0.0636633769 -0.2340718724
## native_country_honduras -0.1756077455 0.0297963505
## native_country_hong -0.1203527339 -0.0136172588
## native_country_hungary -0.1080223629 0.3833917247
## native_country_india 0.1141156479 -0.0031768978
## native_country_iran -0.0199431207 -0.1214158782
## native_country_ireland 0.3104128807 0.1637895464
## native_country_italy -0.1264166503 -0.0824298674
## native_country_jamaica 0.2174125073 -0.0488886281
## native_country_japan -0.1490591927 -0.4789063880
## native_country_laos -0.0661131046 0.1458575834
## native_country_mexico 0.0925993127 0.0137396421
## native_country_nicaragua 0.3805926286 -0.0296116026
## native_country_outlying_us(guam_usvi_etc) -0.2199430105 0.2220127102
## native_country_peru -0.1884198445 0.3054747118
## native_country_philippines 0.1414456091 -0.0165623696
## native_country_poland -0.2140270909 -0.2505842443
## native_country_portugal -0.0218903511 -0.0280706480
## native_country_puerto_rico -0.1696176786 -0.0526827329
## native_country_scotland 0.0090263211 0.1564045531
## native_country_south 0.0742932512 -0.0013772013
## native_country_taiwan -0.2114554356 -0.0293995237
## native_country_thailand -0.0352801748 0.2143599831
## native_country_trinadad&tobago -0.0065630103 0.1017106354
## native_country_united_states -0.0001767155 0.0019877128
## native_country_vietnam -0.2283840874 0.0769256697
## native_country_yugoslavia 0.1572980221 -0.2056550243
## PC51 PC52
## l_capital_gain -0.0381648729 -0.0101166029
## l_capital_loss 0.0121217881 0.0075582916
## age 0.0165883138 0.0065814361
## fnlwgt 0.0149806606 0.0020774219
## education_num -0.0049405448 0.0089564474
## hours_per_week -0.0076970988 -0.0311115455
## workclass_federal_gov 0.0079132916 -0.0033015401
## workclass_local_gov 0.0018233685 -0.0097720035
## workclass_private -0.0018210997 0.0020211709
## workclass_self_emp_inc -0.0214653198 0.0028924210
## workclass_self_emp_not_inc 0.0051214772 -0.0108952950
## workclass_state_gov 0.0052559393 0.0255537415
## workclass_without_pay 0.0232661472 -0.0257188272
## education_1st_4th -0.0131206192 0.0239161579
## education_5th_6th 0.0008715364 0.0010505905
## education_7th_8th 0.0035089353 0.0103328987
## education_9th 0.0149137130 -0.0109971935
## education_10th 0.0177896339 -0.0498298332
## education_11th 0.0154571126 -0.0197245749
## education_12th -0.0001866409 -0.0296576864
## education_assoc_acdm -0.0008812883 -0.0117510450
## education_assoc_voc 0.0092431225 0.0286792369
## education_bachelors 0.0045992370 0.0106650765
## education_doctorate 0.0147634782 -0.0115232262
## education_hs_grad -0.0022904897 0.0266945073
## education_masters -0.0033649948 -0.0107939223
## education_preschool -0.0035056247 -0.0002268359
## education_prof_school -0.0045727027 0.0075089548
## education_some_college -0.0233430007 -0.0102080770
## marital_status_divorced 0.0268308321 0.0203375783
## marital_status_married_af_spouse 0.0081761738 0.0159302501
## marital_status_married_civ_spouse 0.0030656793 0.0051019478
## marital_status_married_spouse_absent 0.0044020929 -0.0092943706
## marital_status_never_married -0.0026550017 0.0037685898
## marital_status_separated -0.0581161497 -0.0608644610
## marital_status_widowed -0.0010466331 -0.0010194050
## occupation_adm_clerical 0.0190935139 0.0195738639
## occupation_armed_forces 0.0179125454 -0.0295325938
## occupation_craft_repair 0.0158615031 -0.0040360585
## occupation_exec_managerial 0.0075276869 -0.0022899487
## occupation_farming_fishing -0.0122814640 -0.0175305075
## occupation_handlers_cleaners -0.0034236006 0.0038009864
## occupation_machine_op_inspct -0.0155119727 -0.0021598171
## occupation_other_service 0.0010226102 0.0125477250
## occupation_priv_house_serv -0.0064045478 0.0105949748
## occupation_prof_specialty -0.0049181340 0.0145330250
## occupation_protective_serv 0.0198456192 -0.0046519106
## occupation_sales 0.0111276678 0.0185779713
## occupation_tech_support -0.0289445242 -0.0218156999
## occupation_transport_moving -0.0336158799 -0.0544021661
## relationship_husband 0.0100700392 0.0040847691
## relationship_not_in_family -0.0086778066 -0.0186327326
## relationship_other_relative 0.0177325081 -0.0003183745
## relationship_own_child -0.0078952221 0.0141081272
## relationship_unmarried 0.0056068236 0.0045576849
## relationship_wife -0.0147954724 -0.0008947217
## race_amer_indian_eskimo -0.0424609342 0.0535422463
## race_asian_pac_islander 0.0023656896 -0.0095240411
## race_black 0.0041524728 -0.0013885440
## race_other 0.0058935977 0.0087211782
## race_white 0.0058293638 -0.0115256452
## sex_female 0.0032776782 -0.0021457895
## sex_male -0.0032776782 0.0021457895
## native_country_cambodia 0.0109567672 0.3750884950
## native_country_canada 0.0038830497 0.0014941795
## native_country_china -0.1861819820 0.1664092600
## native_country_columbia 0.2659185512 0.2228294806
## native_country_cuba -0.1709752099 0.1708671179
## native_country_dominican_republic 0.1780009527 -0.1496300104
## native_country_ecuador -0.1992197277 -0.1132682747
## native_country_el_salvador 0.0600709063 -0.1085828030
## native_country_england -0.1334461092 -0.1524014663
## native_country_france -0.0154915372 0.1710732139
## native_country_germany 0.0092300020 -0.2269944612
## native_country_greece 0.2029147229 0.3123808961
## native_country_guatemala 0.0780785601 0.1214406500
## native_country_haiti -0.0814146601 0.0475956923
## native_country_holand_netherlands 0.1305523388 -0.2465089538
## native_country_honduras -0.3410536802 0.0588646523
## native_country_hong -0.0342284316 -0.0605738058
## native_country_hungary 0.1445521862 -0.1437930100
## native_country_india 0.0184352608 0.0349756983
## native_country_iran -0.1569760299 0.2665746790
## native_country_ireland -0.1052731677 0.0435323831
## native_country_italy 0.0082990092 0.0224883018
## native_country_jamaica 0.1557098348 -0.0122663367
## native_country_japan 0.0550823328 -0.1965873210
## native_country_laos 0.0143796567 -0.0852195398
## native_country_mexico 0.0060772980 0.0231660820
## native_country_nicaragua -0.1352136713 -0.2144912689
## native_country_outlying_us(guam_usvi_etc) 0.0396020413 0.2015383254
## native_country_peru 0.1344780625 0.0945283349
## native_country_philippines 0.0391059499 -0.0346712727
## native_country_poland -0.1244625510 -0.1698443906
## native_country_portugal -0.1112486831 -0.0947546142
## native_country_puerto_rico -0.0489212672 0.0382676033
## native_country_scotland 0.4348133257 0.0214635043
## native_country_south 0.0222860103 -0.1514780477
## native_country_taiwan 0.3371894145 -0.2048680447
## native_country_thailand -0.2929245116 -0.1257434228
## native_country_trinadad&tobago -0.1244498321 -0.0603045302
## native_country_united_states 0.0021696171 -0.0008436072
## native_country_vietnam -0.0010904026 0.1513975152
## native_country_yugoslavia -0.0938829576 0.0988925780
## PC53 PC54
## l_capital_gain -0.0004185178 -5.195323e-02
## l_capital_loss -0.0190980254 9.304683e-03
## age 0.0096875100 5.906973e-03
## fnlwgt -0.0053134589 -1.544636e-02
## education_num -0.0079755681 -4.570373e-03
## hours_per_week -0.0287525574 -1.462659e-02
## workclass_federal_gov 0.0039162667 6.391727e-03
## workclass_local_gov 0.0222331209 -1.121228e-02
## workclass_private -0.0056210380 -1.020742e-02
## workclass_self_emp_inc 0.0103991638 -2.933673e-02
## workclass_self_emp_not_inc -0.0098938635 9.895993e-03
## workclass_state_gov -0.0296327788 3.768527e-02
## workclass_without_pay 0.1386806640 6.140564e-02
## education_1st_4th -0.0049307766 2.485237e-02
## education_5th_6th -0.0086547120 1.391589e-03
## education_7th_8th -0.0642855200 -4.349134e-02
## education_9th 0.0079545206 -1.462966e-02
## education_10th 0.0320376321 3.843587e-02
## education_11th 0.0730049660 2.566928e-02
## education_12th 0.0323742786 -2.738266e-02
## education_assoc_acdm 0.0289521106 -2.820390e-02
## education_assoc_voc -0.0007616325 5.974058e-02
## education_bachelors -0.0212874456 2.191570e-03
## education_doctorate 0.0053865585 -9.323062e-03
## education_hs_grad -0.0121195438 -6.192898e-03
## education_masters 0.0082661378 1.146135e-02
## education_preschool 0.0037385352 -2.890563e-03
## education_prof_school -0.0137044277 -3.109170e-02
## education_some_college -0.0140587653 -1.127833e-02
## marital_status_divorced 0.0087530025 -1.541928e-03
## marital_status_married_af_spouse -0.0809325328 -9.713189e-02
## marital_status_married_civ_spouse 0.0161340226 2.035730e-02
## marital_status_married_spouse_absent -0.0034123167 -3.428632e-03
## marital_status_never_married -0.0089498831 -6.248680e-03
## marital_status_separated -0.0282979152 -2.853935e-02
## marital_status_widowed 0.0033387653 7.377902e-03
## occupation_adm_clerical -0.0343729975 -5.373000e-03
## occupation_armed_forces 0.0740824629 6.565512e-02
## occupation_craft_repair -0.0174827036 -4.093293e-02
## occupation_exec_managerial 0.0026439379 -1.512362e-02
## occupation_farming_fishing 0.0146112378 2.062829e-02
## occupation_handlers_cleaners 0.0253590177 -2.450114e-02
## occupation_machine_op_inspct 0.0189021119 9.320496e-03
## occupation_other_service -0.0080924445 -7.225285e-03
## occupation_priv_house_serv -0.0048381579 1.542198e-02
## occupation_prof_specialty -0.0062236616 -4.751676e-03
## occupation_protective_serv 0.0091864683 -8.607626e-03
## occupation_sales 0.0329229042 2.355030e-02
## occupation_tech_support -0.0033084103 2.414266e-02
## occupation_transport_moving -0.0182869750 4.938682e-02
## relationship_husband -0.0006989669 1.412753e-02
## relationship_not_in_family 0.0149702047 6.492368e-04
## relationship_other_relative 0.0075140010 -1.961785e-02
## relationship_own_child -0.0092726566 -1.007262e-02
## relationship_unmarried -0.0290586571 -4.439402e-03
## relationship_wife 0.0225207884 4.883357e-03
## race_amer_indian_eskimo -0.0388276492 2.757114e-02
## race_asian_pac_islander 0.0032239937 -3.234964e-03
## race_black 0.0032394221 -6.594016e-05
## race_other 0.0040669625 -1.926066e-04
## race_white 0.0056227377 -6.096674e-03
## sex_female 0.0028514356 1.128700e-02
## sex_male -0.0028514356 -1.128700e-02
## native_country_cambodia 0.1854599971 1.506727e-01
## native_country_canada 0.0459747742 -1.391380e-01
## native_country_china 0.1811928714 -2.334121e-01
## native_country_columbia 0.2159692108 -8.813478e-02
## native_country_cuba -0.0131366997 6.423462e-02
## native_country_dominican_republic -0.1523609590 1.153566e-01
## native_country_ecuador 0.1723633872 -6.637890e-02
## native_country_el_salvador -0.0203405590 1.123234e-01
## native_country_england -0.1353025151 -5.832725e-02
## native_country_france 0.2302458403 4.146625e-02
## native_country_germany 0.1087986291 -1.259944e-01
## native_country_greece -0.1179240692 -6.388831e-02
## native_country_guatemala -0.0920223690 -6.780609e-02
## native_country_haiti -0.1211301403 -6.470691e-02
## native_country_holand_netherlands 0.0036885457 4.848163e-02
## native_country_honduras 0.2114646590 1.587906e-01
## native_country_hong -0.1739545545 -7.690561e-02
## native_country_hungary 0.2125783630 -7.785128e-02
## native_country_india -0.1424214115 5.503684e-02
## native_country_iran -0.0710577438 -5.561084e-02
## native_country_ireland -0.0351687941 5.900004e-01
## native_country_italy -0.1169410261 1.015708e-01
## native_country_jamaica 0.1798824553 1.446847e-02
## native_country_japan 0.2968881864 1.832145e-01
## native_country_laos 0.1704705687 5.226148e-02
## native_country_mexico 0.0106824365 -5.764834e-02
## native_country_nicaragua -0.0133688653 1.521980e-01
## native_country_outlying_us(guam_usvi_etc) 0.1630830223 2.705253e-01
## native_country_peru -0.2896128892 1.843418e-01
## native_country_philippines -0.0492436479 -3.914876e-02
## native_country_poland -0.1788854113 -1.333962e-01
## native_country_portugal 0.1333624809 -5.201175e-02
## native_country_puerto_rico 0.0356514271 -8.434999e-02
## native_country_scotland 0.0590536294 -1.893643e-01
## native_country_south -0.0743457358 -9.508041e-02
## native_country_taiwan -0.0417820462 3.111579e-01
## native_country_thailand 0.0853043414 2.969467e-02
## native_country_trinadad&tobago -0.1414308047 -8.871988e-02
## native_country_united_states -0.0026151616 -6.208149e-03
## native_country_vietnam -0.1437047689 -7.855899e-02
## native_country_yugoslavia -0.3472240248 1.495494e-01
## PC55 PC56
## l_capital_gain -0.0291482276 -5.914031e-03
## l_capital_loss 0.0456345638 -3.474031e-03
## age -0.0015891406 9.289805e-03
## fnlwgt -0.0006224884 6.288063e-04
## education_num 0.0087734038 -6.202266e-03
## hours_per_week -0.0027083515 7.367612e-04
## workclass_federal_gov 0.0072526303 2.649002e-04
## workclass_local_gov 0.0217059493 -3.706077e-02
## workclass_private 0.0177897497 3.201307e-03
## workclass_self_emp_inc -0.0125138053 -1.033769e-02
## workclass_self_emp_not_inc -0.0031163940 2.525660e-02
## workclass_state_gov -0.0575656210 2.241238e-02
## workclass_without_pay 0.0143490863 -7.923825e-02
## education_1st_4th 0.0125870460 -4.901212e-02
## education_5th_6th 0.0017366536 7.611855e-03
## education_7th_8th -0.0547383915 3.081375e-02
## education_9th -0.0081078625 2.145803e-02
## education_10th 0.0448630662 5.837787e-02
## education_11th -0.0526332920 -5.013149e-03
## education_12th 0.0012469849 5.746818e-03
## education_assoc_acdm -0.0380170782 -4.383392e-02
## education_assoc_voc 0.0423314321 -2.679756e-02
## education_bachelors -0.0264463412 6.164024e-02
## education_doctorate 0.0034552656 4.642404e-02
## education_hs_grad 0.0308714650 8.468447e-06
## education_masters 0.0255268903 -6.888995e-02
## education_preschool -0.0053022327 -1.500839e-02
## education_prof_school 0.0052725442 2.403833e-02
## education_some_college -0.0084514866 -3.566054e-02
## marital_status_divorced -0.0451334979 -5.602981e-03
## marital_status_married_af_spouse 0.1023506509 3.964422e-02
## marital_status_married_civ_spouse -0.0049129609 -5.481671e-03
## marital_status_married_spouse_absent -0.0147434352 8.214347e-03
## marital_status_never_married 0.0023223014 7.557803e-03
## marital_status_separated 0.0518615042 -3.057796e-02
## marital_status_widowed 0.0414764988 2.716888e-02
## occupation_adm_clerical -0.0137871924 2.818450e-02
## occupation_armed_forces 0.1295562989 -1.445664e-02
## occupation_craft_repair 0.0203098940 1.929813e-02
## occupation_exec_managerial -0.0293847258 -1.280130e-02
## occupation_farming_fishing 0.0313397055 7.757719e-03
## occupation_handlers_cleaners -0.0144830677 -9.981587e-03
## occupation_machine_op_inspct -0.0054388271 -5.138426e-04
## occupation_other_service 0.0059268274 6.080922e-03
## occupation_priv_house_serv 0.0097376689 7.024680e-03
## occupation_prof_specialty 0.0019084517 1.419722e-02
## occupation_protective_serv 0.0170741940 4.313281e-03
## occupation_sales 0.0362288607 -2.262757e-02
## occupation_tech_support -0.0017046040 -5.394310e-02
## occupation_transport_moving -0.0591092839 -6.601255e-03
## relationship_husband 0.0074450849 5.290684e-03
## relationship_not_in_family 0.0035271795 -2.210674e-02
## relationship_other_relative -0.0361308269 1.224192e-02
## relationship_own_child 0.0037515904 8.751488e-03
## relationship_unmarried 0.0052719045 1.861685e-02
## relationship_wife -0.0095826371 -1.823020e-02
## race_amer_indian_eskimo -0.0746789421 6.330539e-02
## race_asian_pac_islander 0.0046955476 -7.881069e-03
## race_black 0.0134540106 -1.725314e-03
## race_other 0.0103165855 7.367544e-04
## race_white 0.0048421946 -1.275737e-02
## sex_female -0.0029495869 -8.634171e-04
## sex_male 0.0029495869 8.634171e-04
## native_country_cambodia -0.2170077209 9.764912e-02
## native_country_canada -0.0553401044 -1.326338e-01
## native_country_china 0.0796655888 -1.193465e-01
## native_country_columbia -0.2203179397 -2.494730e-01
## native_country_cuba 0.0037909231 1.245558e-01
## native_country_dominican_republic 0.1662960911 1.859522e-01
## native_country_ecuador 0.0652645893 -9.813931e-02
## native_country_el_salvador -0.0933201713 1.268526e-01
## native_country_england -0.1685428440 -5.319141e-03
## native_country_france 0.2699509906 3.704605e-01
## native_country_germany 0.1939370704 4.788126e-02
## native_country_greece -0.0101254698 1.932055e-01
## native_country_guatemala -0.0103123912 -1.205766e-01
## native_country_haiti 0.0662765263 -3.040863e-01
## native_country_holand_netherlands 0.0603885954 6.967332e-02
## native_country_honduras 0.1242836820 -1.131048e-02
## native_country_hong 0.1375811099 2.148723e-01
## native_country_hungary 0.0203490452 -8.547787e-02
## native_country_india 0.0403204342 3.341612e-02
## native_country_iran -0.1670964885 1.018670e-01
## native_country_ireland -0.1445379109 -1.304504e-01
## native_country_italy -0.0309485205 -1.369528e-01
## native_country_jamaica -0.0721253574 1.001554e-02
## native_country_japan -0.0611444324 1.568615e-01
## native_country_laos -0.1326278588 8.949088e-02
## native_country_mexico 0.0183182869 -1.774656e-02
## native_country_nicaragua -0.0993955650 1.025835e-01
## native_country_outlying_us(guam_usvi_etc) 0.4027552643 6.770777e-02
## native_country_peru -0.2861468467 5.207279e-02
## native_country_philippines -0.0161108972 -1.957041e-02
## native_country_poland -0.0028503234 1.939560e-01
## native_country_portugal -0.1185789844 -1.374330e-01
## native_country_puerto_rico 0.0855898179 -1.628796e-01
## native_country_scotland 0.0963616004 1.528764e-01
## native_country_south -0.0229824659 -2.143614e-01
## native_country_taiwan 0.0394705627 -1.610254e-01
## native_country_thailand -0.0555203158 1.298357e-01
## native_country_trinadad&tobago -0.2219517006 2.909710e-01
## native_country_united_states -0.0012030480 3.074582e-03
## native_country_vietnam 0.0915871942 6.091523e-02
## native_country_yugoslavia 0.4193486668 -2.231540e-01
## PC57 PC58
## l_capital_gain -0.0726295676 -0.0315690681
## l_capital_loss 0.0493558720 0.0679726467
## age 0.0019096619 0.0008811555
## fnlwgt 0.0306252936 -0.0318908425
## education_num 0.0038437933 0.0075723971
## hours_per_week 0.0010041692 0.0023007789
## workclass_federal_gov -0.0049228098 -0.0049784250
## workclass_local_gov -0.0006984651 0.0134608882
## workclass_private -0.0016772187 0.0060853993
## workclass_self_emp_inc -0.0193383210 0.0456189723
## workclass_self_emp_not_inc 0.0160991920 -0.0170180888
## workclass_state_gov -0.0014133319 -0.0583912227
## workclass_without_pay 0.0563452738 0.1302833433
## education_1st_4th 0.0314904727 -0.0112789576
## education_5th_6th 0.0047403651 -0.0026308160
## education_7th_8th 0.0889284914 -0.0175519325
## education_9th -0.0574136093 -0.0066597402
## education_10th -0.0327674493 0.1370894252
## education_11th 0.0259220934 -0.1242092631
## education_12th -0.0721360254 0.0016930257
## education_assoc_acdm 0.0638342605 0.1143223229
## education_assoc_voc -0.0420123282 0.0062940346
## education_bachelors 0.0166686914 -0.0002673657
## education_doctorate -0.0343064508 0.0136035087
## education_hs_grad -0.0167009024 -0.0019484061
## education_masters -0.0329951478 -0.0320476971
## education_preschool -0.0295986730 0.0284142078
## education_prof_school 0.0695067578 0.0014034963
## education_some_college 0.0075291171 -0.0275435806
## marital_status_divorced 0.0491549453 -0.0250437754
## marital_status_married_af_spouse -0.2590789763 -0.0012421586
## marital_status_married_civ_spouse 0.0246897594 -0.0033986459
## marital_status_married_spouse_absent -0.0302958375 0.0292347445
## marital_status_never_married 0.0103686169 0.0035675745
## marital_status_separated -0.1038280609 0.0602811812
## marital_status_widowed -0.0356965560 -0.0299434614
## occupation_adm_clerical -0.0045868511 0.0173722572
## occupation_armed_forces 0.0246802894 -0.1237803874
## occupation_craft_repair 0.0127690330 0.0209801728
## occupation_exec_managerial -0.0411786339 0.0044138706
## occupation_farming_fishing -0.0305095722 0.0136568136
## occupation_handlers_cleaners -0.0374471833 0.0994994892
## occupation_machine_op_inspct -0.0131847902 -0.0618741993
## occupation_other_service 0.0330251564 -0.0219047460
## occupation_priv_house_serv -0.0013443962 -0.0129286887
## occupation_prof_specialty 0.0543362463 -0.0026586354
## occupation_protective_serv -0.0554562888 -0.0151011480
## occupation_sales -0.0058921739 -0.0056526163
## occupation_tech_support -0.0110002490 0.0197697528
## occupation_transport_moving 0.0477460015 -0.0488332466
## relationship_husband 0.0041902430 -0.0155378117
## relationship_not_in_family 0.0185705006 0.0130292054
## relationship_other_relative 0.0147614581 -0.0011870563
## relationship_own_child -0.0147186039 -0.0040754794
## relationship_unmarried -0.0312207256 -0.0079549269
## relationship_wife 0.0100172733 0.0287342527
## race_amer_indian_eskimo 0.0120311111 0.1462357810
## race_asian_pac_islander -0.0054082051 -0.0113160114
## race_black 0.0045678088 -0.0219420796
## race_other 0.0094628678 0.0182690563
## race_white -0.0070150443 -0.0219211012
## sex_female 0.0099231232 -0.0065362090
## sex_male -0.0099231232 0.0065362090
## native_country_cambodia -0.0103430479 0.2760496042
## native_country_canada -0.2392870451 0.0620375211
## native_country_china 0.0322633931 0.1905311327
## native_country_columbia 0.1604781004 -0.2864112072
## native_country_cuba -0.0425195665 0.1748564135
## native_country_dominican_republic 0.0323703030 0.0077964857
## native_country_ecuador 0.1210123756 -0.1247419794
## native_country_el_salvador 0.0284109922 0.0526183225
## native_country_england 0.0806181613 -0.0256620777
## native_country_france -0.1667644445 -0.1089587412
## native_country_germany 0.0545971304 0.0066381237
## native_country_greece 0.2375443151 -0.1484265462
## native_country_guatemala -0.0911256435 0.0636554109
## native_country_haiti -0.0223395215 -0.0295458266
## native_country_holand_netherlands -0.3784258893 -0.0280978549
## native_country_honduras 0.1816970060 -0.0868251408
## native_country_hong -0.0133910179 -0.4743259507
## native_country_hungary -0.3590875125 0.0457646080
## native_country_india -0.2714495662 0.0790248232
## native_country_iran -0.1858377496 -0.1397149104
## native_country_ireland -0.0352733025 -0.0646252700
## native_country_italy -0.1822770511 0.0224665038
## native_country_jamaica 0.0267274078 -0.1325180833
## native_country_japan -0.0449583355 0.0499908331
## native_country_laos 0.0300613359 0.0463547610
## native_country_mexico -0.0044906150 -0.0468681866
## native_country_nicaragua 0.1902140540 0.2151579593
## native_country_outlying_us(guam_usvi_etc) 0.0502304816 -0.0480757706
## native_country_peru -0.1034523114 -0.0812565344
## native_country_philippines 0.0259180298 -0.1729821733
## native_country_poland 0.2303124844 0.0496906478
## native_country_portugal 0.0207401648 -0.0769645023
## native_country_puerto_rico -0.0296942520 0.1873444589
## native_country_scotland 0.2189008432 0.2707197816
## native_country_south 0.1271266480 -0.0249509520
## native_country_taiwan 0.1403630674 0.0440361415
## native_country_thailand 0.0080178710 -0.1131667959
## native_country_trinadad&tobago 0.0134522917 0.1924850157
## native_country_united_states 0.0034510689 0.0013592123
## native_country_vietnam -0.0087227442 0.0482543297
## native_country_yugoslavia 0.0921452985 0.1482057665
## PC59 PC60
## l_capital_gain -0.0279879380 0.0410187165
## l_capital_loss 0.0819392940 0.0003196531
## age 0.0239219465 0.0098552548
## fnlwgt 0.0464237938 -0.0305177481
## education_num -0.0036589630 -0.0042323915
## hours_per_week -0.0197207546 0.0227962964
## workclass_federal_gov 0.0082863309 0.0113220793
## workclass_local_gov -0.0259695003 0.0376756654
## workclass_private -0.0004864392 0.0346926523
## workclass_self_emp_inc 0.0015759558 -0.0295424447
## workclass_self_emp_not_inc -0.0029790111 -0.0016131798
## workclass_state_gov 0.0147593616 -0.0751735277
## workclass_without_pay 0.1334037491 -0.2568262184
## education_1st_4th 0.0535236642 -0.1136541235
## education_5th_6th -0.0092021507 0.0030334889
## education_7th_8th 0.0078133388 0.1231215731
## education_9th -0.0805544209 0.0937030604
## education_10th -0.0059825384 -0.0081741899
## education_11th 0.0301802939 -0.1875258205
## education_12th -0.0349451970 0.0840627204
## education_assoc_acdm -0.0137610655 0.0266714811
## education_assoc_voc 0.0191662440 0.0623827086
## education_bachelors -0.0404384072 -0.0282943454
## education_doctorate 0.0043558199 0.0592539882
## education_hs_grad 0.0107287097 -0.0112468962
## education_masters 0.0023490128 -0.0511115227
## education_preschool -0.0080303433 0.0354719492
## education_prof_school 0.0308795823 0.0265663552
## education_some_college 0.0219917945 0.0127370887
## marital_status_divorced -0.0598886073 -0.0681475902
## marital_status_married_af_spouse 0.0692629413 -0.0293688654
## marital_status_married_civ_spouse -0.0001774040 -0.0060339644
## marital_status_married_spouse_absent -0.0314986076 0.0104788439
## marital_status_never_married 0.0083452428 0.0173379676
## marital_status_separated 0.0121492633 0.0153855337
## marital_status_widowed 0.0991524815 0.0932776261
## occupation_adm_clerical -0.0307591692 0.0629496150
## occupation_armed_forces -0.0855376370 0.0083275845
## occupation_craft_repair -0.0074276536 -0.0654027273
## occupation_exec_managerial 0.0917230338 -0.0492015375
## occupation_farming_fishing -0.0350900085 0.0116592566
## occupation_handlers_cleaners 0.1058746248 0.2268382364
## occupation_machine_op_inspct -0.0035841922 -0.1164923664
## occupation_other_service 0.0307556007 -0.0773821163
## occupation_priv_house_serv -0.0215282838 -0.0249931942
## occupation_prof_specialty -0.0041480944 0.0264984482
## occupation_protective_serv -0.0245515446 0.0589568699
## occupation_sales -0.1269017423 -0.0202030170
## occupation_tech_support 0.0276852339 0.0475881430
## occupation_transport_moving 0.0069940891 0.0184795253
## relationship_husband -0.0055270708 -0.0082100886
## relationship_not_in_family 0.0303396664 -0.0452649236
## relationship_other_relative -0.0236540358 0.0444595062
## relationship_own_child -0.0160226792 0.0066387392
## relationship_unmarried -0.0213600735 0.0432033649
## relationship_wife 0.0271228613 0.0031536258
## race_amer_indian_eskimo -0.0797917489 -0.1271190508
## race_asian_pac_islander 0.0074091553 0.0169903999
## race_black 0.0188565335 -0.0032466658
## race_other 0.0139728172 0.0112195339
## race_white -0.0004921701 0.0274668854
## sex_female -0.0060948035 -0.0026355598
## sex_male 0.0060948035 0.0026355598
## native_country_cambodia 0.0729353900 0.0444085557
## native_country_canada 0.1476421897 -0.0257106476
## native_country_china -0.2585453493 0.0551990416
## native_country_columbia 0.0321143399 -0.1183844679
## native_country_cuba 0.0247802409 -0.1800243120
## native_country_dominican_republic 0.0416801142 0.1286458971
## native_country_ecuador 0.1006597214 -0.0953997091
## native_country_el_salvador 0.1450991735 0.0229931167
## native_country_england -0.1687973863 0.1234586714
## native_country_france 0.1666114451 -0.0462624366
## native_country_germany 0.3125637890 -0.1639398579
## native_country_greece -0.3153922756 0.1125839796
## native_country_guatemala 0.0079356910 -0.0770370749
## native_country_haiti -0.0057271720 0.0016306988
## native_country_holand_netherlands -0.1244737058 0.0326118871
## native_country_honduras 0.0474152695 0.3141271868
## native_country_hong -0.0133443193 0.0236026061
## native_country_hungary -0.2810295993 0.1212797571
## native_country_india 0.0533846843 -0.0758410887
## native_country_iran 0.0907287988 0.1597583900
## native_country_ireland 0.1412629134 0.1707318828
## native_country_italy -0.1142084416 -0.1705604216
## native_country_jamaica -0.0674955905 0.0511864725
## native_country_japan -0.1072889384 0.1918995375
## native_country_laos 0.1363158565 0.0181687660
## native_country_mexico -0.0293762937 0.0092887982
## native_country_nicaragua -0.2294401322 -0.2808043005
## native_country_outlying_us(guam_usvi_etc) -0.0929050464 -0.2296475451
## native_country_peru 0.0159951140 -0.0198024876
## native_country_philippines -0.1061464256 -0.1373769901
## native_country_poland -0.0817918370 -0.0977729099
## native_country_portugal -0.0730786638 0.0259362692
## native_country_puerto_rico -0.1355042369 0.0688526039
## native_country_scotland 0.0833001127 0.2528174630
## native_country_south 0.3877355192 0.1795404821
## native_country_taiwan -0.0909815661 -0.0433020809
## native_country_thailand -0.1537424239 0.1005937185
## native_country_trinadad&tobago 0.0738799367 -0.0373972304
## native_country_united_states 0.0103947799 0.0094094683
## native_country_vietnam 0.1316379699 -0.0723136396
## native_country_yugoslavia -0.0610344171 0.1854456028
## PC61 PC62
## l_capital_gain 8.928813e-02 9.508829e-02
## l_capital_loss -1.179608e-01 -1.219406e-01
## age -2.762895e-02 2.571605e-02
## fnlwgt 5.714038e-02 2.830825e-02
## education_num -1.284341e-02 -1.766096e-03
## hours_per_week 1.622471e-02 -1.275914e-02
## workclass_federal_gov 7.581353e-03 -3.562196e-03
## workclass_local_gov -2.548239e-02 1.981996e-03
## workclass_private -2.149758e-02 2.937986e-02
## workclass_self_emp_inc 3.127342e-02 -2.588888e-02
## workclass_self_emp_not_inc -4.944439e-02 2.593469e-03
## workclass_state_gov 8.628235e-02 -5.488022e-02
## workclass_without_pay 2.292107e-01 1.133072e-01
## education_1st_4th -8.367715e-03 -2.751192e-02
## education_5th_6th 2.053332e-02 -1.545003e-02
## education_7th_8th -1.222147e-02 -2.041805e-02
## education_9th -7.401939e-04 5.415200e-02
## education_10th 1.168517e-01 4.393948e-02
## education_11th -2.222086e-03 -1.018930e-02
## education_12th -2.803645e-02 1.255644e-02
## education_assoc_acdm 1.272998e-01 -1.194141e-01
## education_assoc_voc -2.923904e-02 1.032211e-01
## education_bachelors -1.378775e-02 2.675292e-02
## education_doctorate -4.400772e-03 5.701814e-03
## education_hs_grad -2.293879e-02 -8.409559e-03
## education_masters -2.710988e-02 4.081479e-02
## education_preschool -6.403008e-02 -1.392472e-02
## education_prof_school 6.904960e-03 -7.147521e-02
## education_some_college -1.878719e-02 -3.080478e-02
## marital_status_divorced -2.200696e-02 -1.561519e-04
## marital_status_married_af_spouse -3.064445e-01 -2.144129e-01
## marital_status_married_civ_spouse 2.506215e-02 1.377402e-02
## marital_status_married_spouse_absent -2.613519e-03 4.667857e-02
## marital_status_never_married 8.275708e-03 1.466715e-02
## marital_status_separated 5.576629e-02 -7.193324e-02
## marital_status_widowed -6.043689e-02 -3.572321e-03
## occupation_adm_clerical 1.702250e-02 8.330373e-02
## occupation_armed_forces -1.706912e-02 -9.017626e-03
## occupation_craft_repair 5.060779e-02 9.506406e-02
## occupation_exec_managerial -3.727082e-02 -4.543370e-04
## occupation_farming_fishing -7.765817e-02 3.232975e-02
## occupation_handlers_cleaners -1.396652e-01 -6.606458e-02
## occupation_machine_op_inspct 5.991572e-02 -7.135895e-02
## occupation_other_service 2.106988e-02 -5.783868e-05
## occupation_priv_house_serv -1.541251e-02 -1.545814e-02
## occupation_prof_specialty 2.489763e-02 -3.588796e-02
## occupation_protective_serv -1.995184e-02 -9.579330e-04
## occupation_sales -4.822513e-02 -1.451544e-02
## occupation_tech_support 1.381793e-02 -4.911936e-02
## occupation_transport_moving 9.278216e-02 -3.139309e-02
## relationship_husband -3.944320e-03 -9.195900e-03
## relationship_not_in_family -3.401985e-05 6.040491e-02
## relationship_other_relative -1.432085e-04 4.881806e-02
## relationship_own_child 2.513409e-03 -2.753264e-02
## relationship_unmarried -1.423606e-02 -8.602938e-02
## relationship_wife 2.605948e-02 2.844568e-02
## race_amer_indian_eskimo -1.059080e-02 3.369908e-02
## race_asian_pac_islander 5.455616e-03 -1.425622e-03
## race_black -3.365005e-03 -3.349619e-03
## race_other -1.287416e-02 1.805017e-02
## race_white 6.442623e-03 -1.056813e-02
## sex_female 2.026878e-02 -6.788074e-04
## sex_male -2.026878e-02 6.788074e-04
## native_country_cambodia 9.193277e-02 -2.155883e-01
## native_country_canada 3.883239e-02 -5.771927e-03
## native_country_china -5.559506e-02 4.605739e-02
## native_country_columbia -1.641820e-01 9.335014e-02
## native_country_cuba -2.917428e-02 1.193409e-01
## native_country_dominican_republic 6.944573e-02 3.104689e-03
## native_country_ecuador -9.820114e-02 -2.632626e-01
## native_country_el_salvador -1.483843e-01 -2.559449e-02
## native_country_england 1.609908e-01 -1.696778e-02
## native_country_france 1.020181e-01 1.117139e-01
## native_country_germany -1.403259e-01 -1.230438e-02
## native_country_greece 1.335777e-01 -1.049507e-01
## native_country_guatemala 9.674578e-02 -3.801375e-02
## native_country_haiti 6.954794e-02 1.039180e-01
## native_country_holand_netherlands 1.799739e-01 2.901333e-01
## native_country_honduras -1.078503e-01 4.054301e-01
## native_country_hong -2.156610e-02 -9.421371e-02
## native_country_hungary 7.013615e-02 -2.663237e-01
## native_country_india -5.048169e-02 9.827969e-02
## native_country_iran 7.589041e-02 1.211336e-01
## native_country_ireland 1.210695e-01 -2.642474e-01
## native_country_italy -9.537929e-02 3.409807e-02
## native_country_jamaica -1.648972e-01 -4.559475e-02
## native_country_japan 7.365722e-03 -1.751967e-01
## native_country_laos -1.997079e-01 -3.689457e-02
## native_country_mexico 9.903079e-02 -4.303495e-02
## native_country_nicaragua -1.280980e-02 1.398494e-01
## native_country_outlying_us(guam_usvi_etc) 1.710540e-01 -4.433063e-02
## native_country_peru -1.215672e-01 1.989490e-01
## native_country_philippines 2.552388e-02 2.716117e-02
## native_country_poland 1.447120e-01 -2.188429e-01
## native_country_portugal -1.571255e-01 6.486510e-02
## native_country_puerto_rico 3.930569e-02 2.286363e-02
## native_country_scotland -3.186138e-02 1.591603e-01
## native_country_south 4.215812e-01 3.596999e-02
## native_country_taiwan -1.743654e-01 1.127319e-01
## native_country_thailand -8.013439e-02 7.002640e-02
## native_country_trinadad&tobago -1.444325e-01 1.019913e-02
## native_country_united_states 2.995420e-03 5.293468e-03
## native_country_vietnam -1.507617e-01 -1.109081e-01
## native_country_yugoslavia -2.133915e-01 -7.883964e-02
## PC63 PC64
## l_capital_gain 2.927240e-02 0.0549134309
## l_capital_loss -2.572811e-02 -0.0816082222
## age 6.968182e-03 -0.0101746232
## fnlwgt -4.081970e-02 0.0329693633
## education_num -1.576283e-02 0.0212325366
## hours_per_week -3.097726e-03 0.0129580112
## workclass_federal_gov 2.698087e-02 -0.0101814377
## workclass_local_gov 3.716811e-02 0.0025490207
## workclass_private -3.711643e-02 0.0177506385
## workclass_self_emp_inc 6.634615e-02 -0.0657151262
## workclass_self_emp_not_inc 5.538707e-02 -0.0039047350
## workclass_state_gov -7.132093e-02 0.0311260353
## workclass_without_pay -5.122125e-01 0.0174973150
## education_1st_4th 6.573787e-02 0.0387024092
## education_5th_6th -4.175864e-02 0.0185909126
## education_7th_8th -1.191472e-01 0.2293875135
## education_9th -3.943796e-02 -0.1318468292
## education_10th 1.581318e-02 -0.2361166734
## education_11th 1.230385e-01 0.0939731855
## education_12th -6.048104e-02 0.0432235522
## education_assoc_acdm 1.170146e-01 0.2061501938
## education_assoc_voc -4.324843e-02 -0.0712922610
## education_bachelors -6.375428e-02 0.0122043389
## education_doctorate -1.456545e-02 -0.0081312309
## education_hs_grad 4.396929e-02 -0.0279890317
## education_masters -1.275856e-03 0.0514516894
## education_preschool 8.919192e-02 -0.0531207418
## education_prof_school 2.272817e-02 -0.0698031495
## education_some_college -2.912899e-02 -0.0406377013
## marital_status_divorced -6.293643e-02 -0.0907948927
## marital_status_married_af_spouse -2.649401e-01 0.2654123697
## marital_status_married_civ_spouse 1.828955e-02 -0.0302796178
## marital_status_married_spouse_absent 2.168862e-04 -0.0066522367
## marital_status_never_married -2.805766e-04 0.0226959168
## marital_status_separated 1.105988e-01 0.1218126119
## marital_status_widowed 3.557705e-03 0.0508291520
## occupation_adm_clerical 5.104056e-02 0.0326068225
## occupation_armed_forces -1.650232e-01 -0.0199195065
## occupation_craft_repair -2.760775e-02 0.0872495037
## occupation_exec_managerial 1.639262e-02 0.0102481173
## occupation_farming_fishing 1.566638e-02 -0.0364539872
## occupation_handlers_cleaners 7.201802e-02 -0.1203316515
## occupation_machine_op_inspct -3.068536e-02 -0.1179986368
## occupation_other_service 4.052281e-04 -0.0120527796
## occupation_priv_house_serv -2.766613e-02 -0.0227699607
## occupation_prof_specialty -3.565602e-02 -0.0035889395
## occupation_protective_serv -4.206215e-02 -0.0373616107
## occupation_sales -3.771591e-02 0.0242366247
## occupation_tech_support 6.958786e-02 -0.0626530909
## occupation_transport_moving 2.920756e-05 0.1466427875
## relationship_husband -6.421185e-04 -0.0022072731
## relationship_not_in_family 2.645666e-02 -0.0254864739
## relationship_other_relative 3.588087e-04 0.0384411288
## relationship_own_child -1.543123e-03 0.0003197263
## relationship_unmarried -4.454809e-02 0.0447104001
## relationship_wife 1.390700e-02 -0.0388592426
## race_amer_indian_eskimo -4.670673e-02 0.1000322744
## race_asian_pac_islander 1.535798e-02 -0.0045820378
## race_black -1.803165e-02 -0.0009591361
## race_other 5.719616e-03 -0.0280715016
## race_white 1.942770e-02 -0.0180192602
## sex_female 1.672985e-02 -0.0111693233
## sex_male -1.672985e-02 0.0111693233
## native_country_cambodia 8.321556e-02 -0.0683356898
## native_country_canada 9.024223e-02 0.1458925855
## native_country_china 1.314662e-01 0.0703321518
## native_country_columbia -4.132116e-02 0.1520047422
## native_country_cuba 1.516676e-02 -0.0424033250
## native_country_dominican_republic 1.214478e-01 0.0610962152
## native_country_ecuador 1.750040e-01 0.0404239044
## native_country_el_salvador -1.839789e-01 0.0173022169
## native_country_england 3.840530e-02 0.1065359945
## native_country_france 4.018675e-02 -0.0503576135
## native_country_germany 5.853140e-02 -0.0151144057
## native_country_greece -1.683785e-01 0.2107593781
## native_country_guatemala 1.340753e-01 -0.0986081048
## native_country_haiti -1.050116e-02 0.1130807064
## native_country_holand_netherlands 9.282102e-02 0.2155237419
## native_country_honduras -9.918157e-03 0.0948112863
## native_country_hong -8.503639e-02 -0.1511738028
## native_country_hungary -1.334740e-01 -0.0372013136
## native_country_india -1.458048e-01 0.0541091096
## native_country_iran 8.264624e-03 -0.1670283483
## native_country_ireland -3.992320e-02 0.0242039254
## native_country_italy -1.932206e-02 -0.1965708422
## native_country_jamaica -4.241622e-02 -0.3540685201
## native_country_japan -2.023158e-02 0.1271295337
## native_country_laos 7.105357e-03 0.1369988916
## native_country_mexico 2.684398e-02 0.0611715157
## native_country_nicaragua -1.567355e-01 -0.0230203715
## native_country_outlying_us(guam_usvi_etc) 1.269022e-01 0.1572062383
## native_country_peru 7.003388e-02 0.0050254461
## native_country_philippines 2.256935e-01 -0.0789418487
## native_country_poland 3.311182e-02 -0.1157445844
## native_country_portugal -9.101203e-02 0.0925567904
## native_country_puerto_rico -1.659011e-01 -0.2228826756
## native_country_scotland -2.817613e-02 -0.0495061573
## native_country_south -1.454352e-01 -0.0452114675
## native_country_taiwan 1.411446e-01 -0.0444425849
## native_country_thailand -1.783644e-01 -0.0972391031
## native_country_trinadad&tobago 1.450566e-01 0.1489706259
## native_country_united_states 4.884889e-03 0.0061668934
## native_country_vietnam -2.248134e-01 0.0575615261
## native_country_yugoslavia -1.734166e-02 0.0332401642
## PC65 PC66
## l_capital_gain 0.071453624 0.0037798126
## l_capital_loss 0.005369578 -0.0181027807
## age 0.009118450 0.0389574391
## fnlwgt 0.032183444 0.0541338655
## education_num 0.005618798 -0.0138109493
## hours_per_week 0.016567690 -0.0264313047
## workclass_federal_gov 0.032772255 0.0749819067
## workclass_local_gov 0.040022692 -0.0530737596
## workclass_private -0.009366127 -0.0361639149
## workclass_self_emp_inc 0.129689292 -0.0603555242
## workclass_self_emp_not_inc -0.083484130 0.0615914340
## workclass_state_gov -0.080431915 0.0458791535
## workclass_without_pay 0.162859003 0.0576330084
## education_1st_4th 0.130179493 0.0364074252
## education_5th_6th -0.040337921 0.0001764529
## education_7th_8th -0.114580182 -0.0888044928
## education_9th -0.172171368 0.0142267691
## education_10th 0.102058953 0.0735706784
## education_11th 0.106905135 0.1911760646
## education_12th -0.004639890 -0.2359584391
## education_assoc_acdm -0.115471644 -0.0243306081
## education_assoc_voc 0.206758577 0.1181707830
## education_bachelors -0.007426307 -0.0270064588
## education_doctorate 0.052748207 0.0388943814
## education_hs_grad -0.035935472 -0.0546643341
## education_masters -0.051214760 0.0834499397
## education_preschool 0.076955750 0.0393916008
## education_prof_school 0.028201873 -0.1141595549
## education_some_college -0.017633434 -0.0178391394
## marital_status_divorced 0.039862374 0.0142754980
## marital_status_married_af_spouse 0.153784200 0.0184815955
## marital_status_married_civ_spouse -0.020471355 0.0029498590
## marital_status_married_spouse_absent 0.039799578 -0.0810648051
## marital_status_never_married 0.005374022 -0.0020547492
## marital_status_separated -0.121867870 0.0519060849
## marital_status_widowed 0.040004523 -0.0366276303
## occupation_adm_clerical 0.083560908 0.0954313155
## occupation_armed_forces -0.072457167 -0.1613820700
## occupation_craft_repair -0.021354327 -0.0137339767
## occupation_exec_managerial -0.041763120 -0.0578582916
## occupation_farming_fishing 0.013740385 -0.0271138855
## occupation_handlers_cleaners -0.055583346 0.1477959863
## occupation_machine_op_inspct -0.089950521 0.1040770722
## occupation_other_service 0.013545419 -0.1897535029
## occupation_priv_house_serv -0.007800138 0.0366002536
## occupation_prof_specialty 0.011592107 0.0283697751
## occupation_protective_serv -0.006837640 -0.0357906560
## occupation_sales 0.017132624 0.0896375680
## occupation_tech_support -0.064098479 -0.1046714986
## occupation_transport_moving 0.116737985 -0.0691255752
## relationship_husband 0.009939577 0.0049625619
## relationship_not_in_family -0.021673754 0.0590496847
## relationship_other_relative -0.031970150 -0.0941694384
## relationship_own_child 0.027187463 0.0134540078
## relationship_unmarried 0.036374202 -0.0557341868
## relationship_wife -0.051278370 0.0005058197
## race_amer_indian_eskimo -0.067933783 -0.0406475594
## race_asian_pac_islander -0.001661477 -0.0047257150
## race_black 0.006534919 0.0545310889
## race_other 0.018023240 0.0094327486
## race_white 0.009864087 -0.0344597231
## sex_female -0.014986285 -0.0140105429
## sex_male 0.014986285 0.0140105429
## native_country_cambodia -0.065723704 -0.0001912614
## native_country_canada -0.176050300 0.0150916721
## native_country_china 0.188731582 0.1046566925
## native_country_columbia 0.114822408 0.1372698451
## native_country_cuba -0.161764252 0.1228169710
## native_country_dominican_republic -0.107303253 0.1338757778
## native_country_ecuador 0.084392967 0.1570514615
## native_country_el_salvador -0.035582352 0.3043018599
## native_country_england 0.034021263 -0.0349956882
## native_country_france 0.027707954 0.0918972295
## native_country_germany -0.251019890 -0.0629632424
## native_country_greece -0.217611902 0.1250740543
## native_country_guatemala 0.042165714 -0.1440679702
## native_country_haiti -0.080452736 0.0266338362
## native_country_holand_netherlands 0.139815851 0.0920368965
## native_country_honduras -0.057693873 -0.0968198243
## native_country_hong 0.213558653 -0.1147289785
## native_country_hungary 0.033009292 0.0436845053
## native_country_india -0.179520022 -0.2109863678
## native_country_iran 0.065238143 -0.1579732335
## native_country_ireland 0.119015169 -0.0066746641
## native_country_italy 0.088092411 0.1877660220
## native_country_jamaica 0.022449821 -0.1443285304
## native_country_japan 0.017951179 -0.0020565602
## native_country_laos 0.066980470 -0.1483192422
## native_country_mexico 0.007847830 -0.1215936618
## native_country_nicaragua 0.040871085 -0.1156182496
## native_country_outlying_us(guam_usvi_etc) 0.190140367 -0.1328476954
## native_country_peru 0.087558201 0.0554817794
## native_country_philippines -0.046358359 0.0870311834
## native_country_poland 0.080163196 -0.0429426562
## native_country_portugal 0.122031864 -0.1587289135
## native_country_puerto_rico 0.053901924 -0.0572843456
## native_country_scotland 0.202015040 0.0370361354
## native_country_south 0.103645162 0.0929725504
## native_country_taiwan -0.117827263 -0.1257676958
## native_country_thailand -0.166027728 0.3352983153
## native_country_trinadad&tobago 0.335771963 -0.0258045467
## native_country_united_states -0.009048553 -0.0097779837
## native_country_vietnam -0.032812742 -0.0512470942
## native_country_yugoslavia 0.134820477 0.1207405215
## PC67 PC68
## l_capital_gain -0.011249219 -0.051262914
## l_capital_loss -0.015237158 0.049275241
## age 0.044181961 0.005231835
## fnlwgt -0.098993785 -0.055926675
## education_num 0.035044427 0.015654058
## hours_per_week -0.029957784 0.031036903
## workclass_federal_gov -0.009543549 0.029684566
## workclass_local_gov -0.071496639 0.003669544
## workclass_private -0.013598449 0.027314671
## workclass_self_emp_inc -0.026599831 0.042952830
## workclass_self_emp_not_inc -0.004896203 -0.032435711
## workclass_state_gov 0.149238096 -0.066621512
## workclass_without_pay 0.082047770 -0.169061601
## education_1st_4th 0.127309662 -0.090302193
## education_5th_6th -0.026803695 0.053423068
## education_7th_8th -0.359387590 -0.007548953
## education_9th 0.219719778 0.023462850
## education_10th -0.034711108 -0.005057218
## education_11th 0.024133252 -0.034975037
## education_12th 0.239919119 0.122542451
## education_assoc_acdm 0.096394852 0.154239895
## education_assoc_voc 0.025824476 0.091178565
## education_bachelors -0.085516916 -0.049275459
## education_doctorate 0.043284442 0.011873128
## education_hs_grad -0.033591078 -0.049033318
## education_masters 0.102335042 0.009518377
## education_preschool -0.011391705 0.069197505
## education_prof_school -0.082892285 0.009278576
## education_some_college -0.005818218 -0.047286498
## marital_status_divorced -0.078577523 -0.043034656
## marital_status_married_af_spouse 0.043093910 0.238247868
## marital_status_married_civ_spouse -0.001739564 -0.022784111
## marital_status_married_spouse_absent -0.002122174 -0.052839703
## marital_status_never_married -0.010207798 0.054463319
## marital_status_separated 0.096801299 -0.116425810
## marital_status_widowed 0.091161278 0.123802181
## occupation_adm_clerical 0.009511510 0.116321847
## occupation_armed_forces -0.077727893 -0.130562087
## occupation_craft_repair -0.012957170 -0.008178460
## occupation_exec_managerial -0.045964219 0.050641841
## occupation_farming_fishing -0.004721878 0.087480012
## occupation_handlers_cleaners 0.012699878 -0.234113216
## occupation_machine_op_inspct -0.011138968 0.242230123
## occupation_other_service 0.002117008 -0.063264912
## occupation_priv_house_serv 0.015537639 0.099230056
## occupation_prof_specialty 0.024997996 -0.005174177
## occupation_protective_serv -0.080372519 0.036984202
## occupation_sales 0.065935250 -0.085790479
## occupation_tech_support -0.090516303 -0.174283338
## occupation_transport_moving 0.068085403 -0.045856685
## relationship_husband 0.012932212 0.031372745
## relationship_not_in_family 0.065007932 -0.030040577
## relationship_other_relative -0.007120427 -0.075513556
## relationship_own_child -0.047728829 0.065955080
## relationship_unmarried -0.036618791 0.020987278
## relationship_wife -0.026100607 -0.091541770
## race_amer_indian_eskimo 0.029609716 0.045051113
## race_asian_pac_islander -0.003059096 -0.003376096
## race_black -0.025828749 0.004665260
## race_other -0.011077302 0.010136349
## race_white 0.017639874 -0.017543980
## sex_female -0.022984520 -0.018585048
## sex_male 0.022984520 0.018585048
## native_country_cambodia 0.006003883 -0.091374687
## native_country_canada -0.019506103 0.056716654
## native_country_china -0.145120202 0.092433660
## native_country_columbia -0.173334427 -0.090250032
## native_country_cuba -0.027325585 -0.027034797
## native_country_dominican_republic -0.022670794 -0.100847959
## native_country_ecuador -0.012627227 -0.006769208
## native_country_el_salvador -0.209111292 0.188778510
## native_country_england -0.114898716 -0.074858347
## native_country_france 0.040433126 -0.048822050
## native_country_germany 0.034152771 -0.021195892
## native_country_greece 0.168312037 -0.069448624
## native_country_guatemala 0.062476440 -0.064761403
## native_country_haiti 0.095625668 -0.076606741
## native_country_holand_netherlands 0.018216820 -0.134827132
## native_country_honduras 0.057409154 0.222602631
## native_country_hong -0.011756519 -0.116212783
## native_country_hungary -0.070334835 0.013612073
## native_country_india -0.261541171 -0.005023433
## native_country_iran -0.171812744 -0.089670931
## native_country_ireland -0.041432301 0.005906776
## native_country_italy -0.082803057 -0.078939720
## native_country_jamaica 0.110782763 0.091950552
## native_country_japan 0.110434011 0.076359392
## native_country_laos 0.265546462 -0.403356849
## native_country_mexico 0.024332383 0.004970747
## native_country_nicaragua 0.061913657 0.025866445
## native_country_outlying_us(guam_usvi_etc) -0.124797678 0.100316642
## native_country_peru 0.262243971 0.232025822
## native_country_philippines 0.183436934 0.060394856
## native_country_poland -0.058444133 0.125518100
## native_country_portugal 0.042991493 -0.044745886
## native_country_puerto_rico 0.168645308 0.009148974
## native_country_scotland -0.040671030 -0.009894322
## native_country_south 0.032402527 0.116478583
## native_country_taiwan -0.191339538 -0.005378481
## native_country_thailand -0.084541531 -0.167429983
## native_country_trinadad&tobago -0.044792896 -0.108005826
## native_country_united_states -0.003218219 0.003212346
## native_country_vietnam 0.109785482 0.008333739
## native_country_yugoslavia 0.086085887 -0.208058215
## PC69 PC70
## l_capital_gain -0.055651804 -4.633549e-02
## l_capital_loss 0.181783510 8.603452e-03
## age -0.017604790 -1.360703e-02
## fnlwgt 0.034161928 -7.665003e-02
## education_num -0.043275077 4.425546e-02
## hours_per_week 0.048622909 8.936694e-02
## workclass_federal_gov -0.004705650 -4.385263e-03
## workclass_local_gov 0.044088479 5.903680e-02
## workclass_private -0.047309767 6.295579e-02
## workclass_self_emp_inc 0.181014014 -5.955942e-02
## workclass_self_emp_not_inc -0.042535677 7.062976e-05
## workclass_state_gov -0.070345823 -1.503652e-01
## workclass_without_pay 0.124729891 -1.122722e-02
## education_1st_4th -0.115591840 1.587006e-02
## education_5th_6th 0.086774332 -9.960520e-04
## education_7th_8th 0.022084647 -4.037210e-02
## education_9th 0.259500277 8.864543e-02
## education_10th -0.205539392 -2.624242e-02
## education_11th 0.106868446 1.300991e-01
## education_12th 0.025895185 -2.465051e-01
## education_assoc_acdm -0.086653486 6.350761e-02
## education_assoc_voc 0.142732313 1.522037e-01
## education_bachelors -0.028803182 -4.075864e-02
## education_doctorate 0.023436283 2.245765e-01
## education_hs_grad -0.025576190 -4.970316e-02
## education_masters -0.072484245 -8.564284e-02
## education_preschool -0.104716909 -2.064188e-01
## education_prof_school 0.043078443 -4.777676e-02
## education_some_college -0.006137918 1.726480e-02
## marital_status_divorced -0.069998356 -8.191187e-02
## marital_status_married_af_spouse -0.085656915 -3.387987e-03
## marital_status_married_civ_spouse -0.004990696 -1.607462e-02
## marital_status_married_spouse_absent 0.025568078 2.138741e-01
## marital_status_never_married 0.013739382 1.167344e-02
## marital_status_separated 0.112722223 -5.587328e-03
## marital_status_widowed 0.001034354 5.128349e-02
## occupation_adm_clerical 0.006214725 1.044458e-01
## occupation_armed_forces 0.011550230 7.040698e-02
## occupation_craft_repair 0.072652395 -9.185680e-02
## occupation_exec_managerial 0.005880626 3.911290e-02
## occupation_farming_fishing -0.069875803 7.287223e-02
## occupation_handlers_cleaners -0.046905367 -1.056815e-01
## occupation_machine_op_inspct -0.057497050 8.950220e-02
## occupation_other_service -0.058642285 9.507582e-02
## occupation_priv_house_serv 0.059734995 -1.241001e-01
## occupation_prof_specialty -0.016734210 -1.325300e-02
## occupation_protective_serv -0.016912386 9.595918e-02
## occupation_sales -0.006405477 -7.573357e-02
## occupation_tech_support -0.013456548 -1.806050e-01
## occupation_transport_moving 0.153704437 -2.050519e-02
## relationship_husband -0.039173502 5.858258e-03
## relationship_not_in_family 0.069505872 -4.303001e-02
## relationship_other_relative -0.082092842 3.117742e-01
## relationship_own_child 0.011925249 -4.472422e-02
## relationship_unmarried -0.053526996 -1.539389e-02
## relationship_wife 0.071730220 -7.869324e-02
## race_amer_indian_eskimo 0.004572028 -7.252066e-02
## race_asian_pac_islander 0.013174825 -1.855527e-03
## race_black 0.015881614 -1.811365e-02
## race_other 0.011110389 -7.458815e-02
## race_white -0.023799321 5.545346e-02
## sex_female 0.034473097 -7.147199e-03
## sex_male -0.034473097 7.147199e-03
## native_country_cambodia 0.107291009 5.518362e-02
## native_country_canada -0.171639803 -5.837784e-02
## native_country_china 0.113075174 -5.340449e-02
## native_country_columbia -0.076066590 -5.616811e-02
## native_country_cuba -0.169130565 4.715865e-02
## native_country_dominican_republic 0.014919558 1.625140e-01
## native_country_ecuador 0.172298447 -4.715938e-02
## native_country_el_salvador -0.090407392 -1.372305e-02
## native_country_england 0.134254405 8.722326e-02
## native_country_france 0.127796125 3.224212e-02
## native_country_germany 0.098107259 -1.663107e-02
## native_country_greece -0.099442737 7.580141e-03
## native_country_guatemala -0.152938981 3.453587e-02
## native_country_haiti 0.064892740 1.565956e-01
## native_country_holand_netherlands -0.018595971 -3.243990e-01
## native_country_honduras -0.130982686 -2.059440e-02
## native_country_hong -0.115308100 7.196104e-02
## native_country_hungary -0.017754888 7.549976e-02
## native_country_india 0.065988616 3.638152e-02
## native_country_iran 0.177735312 -3.812625e-02
## native_country_ireland -0.027692868 -1.774334e-01
## native_country_italy 0.101293361 1.694113e-01
## native_country_jamaica -0.091675559 -5.041412e-02
## native_country_japan 0.077117281 1.601986e-01
## native_country_laos -0.100881509 2.985494e-02
## native_country_mexico 0.073481668 -8.242371e-02
## native_country_nicaragua 0.054625446 4.355728e-02
## native_country_outlying_us(guam_usvi_etc) -0.103360039 -1.041310e-03
## native_country_peru 0.185046665 -4.960077e-02
## native_country_philippines -0.024685326 -3.877097e-02
## native_country_poland 0.062116570 -2.305633e-01
## native_country_portugal 0.137257423 3.121043e-02
## native_country_puerto_rico -0.281673823 -3.766405e-02
## native_country_scotland 0.149219333 -1.165252e-01
## native_country_south -0.141019582 1.087510e-01
## native_country_taiwan -0.036381640 -2.799939e-02
## native_country_thailand -0.064016745 -1.019667e-01
## native_country_trinadad&tobago -0.288358400 1.215807e-01
## native_country_united_states 0.011513027 2.246341e-02
## native_country_vietnam 0.098286883 -1.358110e-01
## native_country_yugoslavia 0.055727772 -2.002334e-04
## PC71 PC72
## l_capital_gain -0.0485641172 2.197309e-02
## l_capital_loss 0.0699516605 -4.696014e-02
## age -0.0010987719 -9.962542e-03
## fnlwgt -0.0858171381 2.815704e-02
## education_num -0.0159423642 -4.700981e-03
## hours_per_week 0.0330379403 -2.154114e-02
## workclass_federal_gov -0.0599957184 3.364772e-02
## workclass_local_gov 0.0072848429 8.663182e-02
## workclass_private 0.0528013782 2.359040e-02
## workclass_self_emp_inc -0.0308289225 -9.958223e-02
## workclass_self_emp_not_inc -0.0334390857 4.406221e-02
## workclass_state_gov -0.0024191448 -1.653443e-01
## workclass_without_pay 0.0394275023 8.640378e-02
## education_1st_4th -0.0293399519 1.503375e-01
## education_5th_6th -0.0608888118 -1.774854e-01
## education_7th_8th -0.0042910943 -1.709547e-01
## education_9th -0.2340674097 2.324755e-01
## education_10th -0.0239930532 -9.706534e-02
## education_11th 0.1629185800 8.623294e-02
## education_12th 0.2638853909 -3.040479e-02
## education_assoc_acdm -0.0097292740 3.055892e-02
## education_assoc_voc 0.0492428770 -1.876810e-01
## education_bachelors -0.0094097052 1.205005e-01
## education_doctorate 0.1492960690 2.977851e-02
## education_hs_grad -0.0485066475 7.585605e-04
## education_masters -0.1355908176 -1.824232e-01
## education_preschool 0.2723438012 1.642106e-01
## education_prof_school -0.0072751960 4.648333e-02
## education_some_college 0.0095345702 4.397211e-02
## marital_status_divorced -0.0305348121 -3.080939e-02
## marital_status_married_af_spouse -0.2324084717 9.308434e-02
## marital_status_married_civ_spouse 0.0451384936 -4.799384e-03
## marital_status_married_spouse_absent -0.0448866676 7.100545e-02
## marital_status_never_married -0.0701665277 -2.750849e-02
## marital_status_separated 0.2770262619 3.342911e-02
## marital_status_widowed -0.0977557078 5.938738e-02
## occupation_adm_clerical 0.0538921902 -1.234498e-02
## occupation_armed_forces 0.1923121053 1.034775e-02
## occupation_craft_repair -0.0208577534 -9.517995e-03
## occupation_exec_managerial -0.0035775935 1.110578e-02
## occupation_farming_fishing 0.0528525679 1.657210e-02
## occupation_handlers_cleaners 0.1304324950 -1.679579e-02
## occupation_machine_op_inspct -0.0081943127 5.280211e-02
## occupation_other_service -0.0064917271 1.925262e-02
## occupation_priv_house_serv 0.0499718269 1.026259e-04
## occupation_prof_specialty -0.0132830584 6.592273e-03
## occupation_protective_serv 0.1525046561 4.736992e-02
## occupation_sales -0.0291847713 -1.614190e-01
## occupation_tech_support -0.1785957629 1.473030e-01
## occupation_transport_moving -0.1172365528 1.099101e-02
## relationship_husband -0.0061328750 3.986023e-03
## relationship_not_in_family 0.1235371973 1.785751e-02
## relationship_other_relative -0.0107852609 -1.848092e-01
## relationship_own_child -0.1111551767 1.877872e-02
## relationship_unmarried -0.0937428101 4.609975e-02
## relationship_wife 0.0900023578 3.960585e-03
## race_amer_indian_eskimo -0.0152003882 3.089655e-02
## race_asian_pac_islander 0.0118274041 1.342186e-02
## race_black -0.0359266009 -3.204884e-02
## race_other -0.0287800539 -3.070407e-02
## race_white 0.0360446290 1.953056e-02
## sex_female 0.0199513613 -6.189295e-03
## sex_male -0.0199513613 6.189295e-03
## native_country_cambodia -0.1499959653 -1.846065e-02
## native_country_canada -0.0843183419 8.052232e-04
## native_country_china -0.1370576412 8.212170e-02
## native_country_columbia 0.0484398847 -1.013543e-01
## native_country_cuba -0.0116275740 3.570079e-02
## native_country_dominican_republic -0.0939737415 -1.012090e-01
## native_country_ecuador 0.0462659392 3.015909e-01
## native_country_el_salvador 0.0194084863 -9.766944e-02
## native_country_england -0.0341780987 -1.075472e-01
## native_country_france 0.0799283637 -7.008650e-02
## native_country_germany -0.0862857215 -5.984979e-02
## native_country_greece 0.0915067441 2.996681e-01
## native_country_guatemala -0.0691793001 6.415168e-02
## native_country_haiti -0.0361269831 -1.134156e-01
## native_country_holand_netherlands -0.0465466119 1.194536e-01
## native_country_honduras -0.0757416172 1.424725e-01
## native_country_hong -0.2362474015 3.879438e-02
## native_country_hungary 0.0880705504 -4.485988e-02
## native_country_india 0.1277136112 1.308699e-01
## native_country_iran 0.0914379491 9.629174e-03
## native_country_ireland -0.0895914853 -3.130940e-02
## native_country_italy -0.1246525869 2.397488e-01
## native_country_jamaica 0.1113715305 6.476450e-02
## native_country_japan 0.0463620501 -9.135014e-03
## native_country_laos -0.1392892468 -6.410340e-03
## native_country_mexico 0.0144720388 1.912489e-02
## native_country_nicaragua -0.0407437416 4.155094e-02
## native_country_outlying_us(guam_usvi_etc) 0.0540512386 -8.138016e-02
## native_country_peru 0.0240006313 -2.062785e-02
## native_country_philippines 0.0196746509 -2.523737e-01
## native_country_poland 0.0089799831 -4.211819e-02
## native_country_portugal 0.0623580168 -1.365369e-01
## native_country_puerto_rico -0.0450496491 -1.380480e-01
## native_country_scotland -0.1383966168 2.111875e-02
## native_country_south 0.1087343890 1.796260e-01
## native_country_taiwan 0.0173180662 1.623123e-01
## native_country_thailand 0.0003983698 -2.420760e-02
## native_country_trinadad&tobago 0.2203100161 5.362163e-02
## native_country_united_states 0.0061106563 7.992183e-05
## native_country_vietnam 0.1235104237 -4.087465e-02
## native_country_yugoslavia 0.1163475566 -5.702319e-02
## PC73 PC74
## l_capital_gain 0.055359779 -0.047512947
## l_capital_loss 0.023714272 0.005524682
## age 0.024844945 -0.027160712
## fnlwgt 0.196973190 0.093365699
## education_num 0.028829659 0.002145341
## hours_per_week 0.002283040 0.073865188
## workclass_federal_gov 0.010738617 -0.134424916
## workclass_local_gov 0.001373589 -0.087248505
## workclass_private 0.013328718 0.070481222
## workclass_self_emp_inc -0.101464107 -0.028839528
## workclass_self_emp_not_inc 0.134194228 -0.040963753
## workclass_state_gov -0.125218644 0.153371160
## workclass_without_pay -0.040934000 -0.001559198
## education_1st_4th 0.162111560 0.199318746
## education_5th_6th -0.033864480 -0.279911106
## education_7th_8th -0.165051885 0.144780057
## education_9th -0.082540634 0.147982804
## education_10th 0.018824050 0.013962493
## education_11th 0.023576642 -0.127454529
## education_12th 0.300413074 -0.144151942
## education_assoc_acdm -0.007171774 0.122547926
## education_assoc_voc 0.023278498 0.171167694
## education_bachelors -0.038596324 -0.034958773
## education_doctorate 0.111758270 -0.092664246
## education_hs_grad -0.015609876 -0.024114195
## education_masters -0.094881609 0.013693493
## education_preschool -0.268479669 0.064297443
## education_prof_school 0.003573211 0.083245552
## education_some_college 0.050857377 -0.060082225
## marital_status_divorced 0.059446174 0.049356571
## marital_status_married_af_spouse -0.164089654 -0.029866013
## marital_status_married_civ_spouse 0.017475123 0.010685210
## marital_status_married_spouse_absent 0.053121267 -0.301636915
## marital_status_never_married -0.037625592 0.034449879
## marital_status_separated -0.066979798 -0.012896560
## marital_status_widowed -0.009235259 -0.014284666
## occupation_adm_clerical -0.014959708 0.050078771
## occupation_armed_forces -0.090034682 0.230656640
## occupation_craft_repair -0.089956227 -0.064293733
## occupation_exec_managerial 0.058738280 0.062891716
## occupation_farming_fishing 0.095213080 0.078124334
## occupation_handlers_cleaners 0.073512913 -0.015499627
## occupation_machine_op_inspct 0.066157052 -0.152646278
## occupation_other_service 0.011848295 0.071099170
## occupation_priv_house_serv 0.000407267 0.031874520
## occupation_prof_specialty -0.074460720 -0.014949296
## occupation_protective_serv 0.096513697 0.093269545
## occupation_sales -0.013786084 0.048551128
## occupation_tech_support -0.054118904 -0.284017985
## occupation_transport_moving -0.045294475 0.037621688
## relationship_husband -0.033129049 0.015686537
## relationship_not_in_family 0.054856972 -0.049147407
## relationship_other_relative 0.030391597 0.136916719
## relationship_own_child -0.035339018 -0.021345728
## relationship_unmarried -0.065063079 0.017798670
## relationship_wife 0.093479213 -0.035326351
## race_amer_indian_eskimo -0.045462951 0.028268988
## race_asian_pac_islander 0.005460674 0.003478663
## race_black 0.091656854 0.011888021
## race_other -0.028731151 0.014659866
## race_white -0.059505317 -0.023339824
## sex_female -0.002989238 0.007492142
## sex_male 0.002989238 -0.007492142
## native_country_cambodia -0.021355576 -0.092620445
## native_country_canada 0.141324339 0.062533923
## native_country_china 0.094418692 0.045925147
## native_country_columbia -0.056882399 0.030368139
## native_country_cuba -0.151579426 -0.106540631
## native_country_dominican_republic -0.177271995 -0.045120932
## native_country_ecuador 0.018160344 0.028249516
## native_country_el_salvador 0.270375182 -0.062562601
## native_country_england -0.057234379 0.011584071
## native_country_france 0.058836825 0.093592683
## native_country_germany 0.038212023 0.002277543
## native_country_greece 0.175077085 -0.039267239
## native_country_guatemala -0.091177514 -0.072089578
## native_country_haiti -0.053854986 -0.086378413
## native_country_holand_netherlands -0.018032172 -0.009733810
## native_country_honduras -0.042592006 0.122914873
## native_country_hong 0.127268388 -0.113508286
## native_country_hungary -0.013065146 0.063347232
## native_country_india 0.156499772 0.034936115
## native_country_iran -0.003724180 0.031338147
## native_country_ireland 0.125780763 0.048812515
## native_country_italy -0.020044161 0.238649263
## native_country_jamaica -0.328676547 -0.047353643
## native_country_japan -0.077729594 -0.046263559
## native_country_laos 0.083137547 0.178387087
## native_country_mexico -0.086489231 0.037638211
## native_country_nicaragua 0.014170952 -0.034636659
## native_country_outlying_us(guam_usvi_etc) -0.057469759 -0.121334829
## native_country_peru -0.019297971 -0.006526556
## native_country_philippines 0.038001020 0.068474303
## native_country_poland 0.095459742 0.197971189
## native_country_portugal 0.107367524 -0.276639104
## native_country_puerto_rico 0.143088491 0.003476167
## native_country_scotland 0.038175019 -0.014651611
## native_country_south -0.132102564 -0.055048805
## native_country_taiwan 0.013505043 -0.018423163
## native_country_thailand -0.147339328 -0.117284297
## native_country_trinadad&tobago -0.108918204 -0.030641249
## native_country_united_states 0.019182170 -0.008752666
## native_country_vietnam -0.169643348 -0.017890437
## native_country_yugoslavia 0.003558159 -0.035095332
## PC75 PC76
## l_capital_gain 9.369695e-02 0.009822580
## l_capital_loss 5.838693e-02 -0.081044030
## age -7.152023e-03 0.021054942
## fnlwgt 9.291949e-02 -0.205464861
## education_num 4.402873e-03 0.053496991
## hours_per_week 4.965967e-02 0.006792129
## workclass_federal_gov -1.489855e-01 -0.022531301
## workclass_local_gov -2.264051e-02 0.025027904
## workclass_private 3.652635e-02 0.054708283
## workclass_self_emp_inc -9.079591e-03 -0.122981330
## workclass_self_emp_not_inc 1.980123e-02 0.066224755
## workclass_state_gov 7.669762e-02 -0.110522246
## workclass_without_pay -1.794319e-01 0.027023530
## education_1st_4th -3.906930e-03 -0.117751848
## education_5th_6th 4.266487e-02 0.304716979
## education_7th_8th 1.149065e-01 -0.203872665
## education_9th 1.602318e-02 -0.063897397
## education_10th -2.154436e-02 0.017721679
## education_11th -1.506537e-01 -0.041290558
## education_12th -1.421177e-01 -0.157112822
## education_assoc_acdm 1.053371e-01 0.101831609
## education_assoc_voc 9.242673e-02 0.011058950
## education_bachelors -7.339641e-02 0.036060654
## education_doctorate 1.290615e-01 0.110971497
## education_hs_grad 4.002503e-02 0.009339547
## education_masters -8.444168e-03 -0.128690276
## education_preschool -1.573672e-02 -0.061714489
## education_prof_school -4.178006e-02 -0.028244668
## education_some_college -2.169828e-02 0.049869227
## marital_status_divorced -6.610122e-02 0.047358739
## marital_status_married_af_spouse -8.352452e-02 -0.010053995
## marital_status_married_civ_spouse -7.970066e-03 0.012110862
## marital_status_married_spouse_absent 3.500557e-01 -0.329890518
## marital_status_never_married 1.495240e-02 0.015295091
## marital_status_separated -1.206638e-01 -0.028335321
## marital_status_widowed 2.795381e-02 0.071413212
## occupation_adm_clerical -1.287226e-01 -0.048921896
## occupation_armed_forces 3.386937e-01 0.143508032
## occupation_craft_repair 2.175468e-02 -0.026484788
## occupation_exec_managerial 7.143111e-02 0.065235937
## occupation_farming_fishing 3.859321e-03 0.067631803
## occupation_handlers_cleaners 1.038635e-01 0.108950258
## occupation_machine_op_inspct -4.835496e-02 -0.145175209
## occupation_other_service -2.404162e-02 0.080303628
## occupation_priv_house_serv 7.967900e-02 0.141359313
## occupation_prof_specialty -6.090365e-04 -0.016229801
## occupation_protective_serv 5.644597e-02 0.087678923
## occupation_sales 6.779597e-03 -0.066310721
## occupation_tech_support -8.277979e-02 -0.159233542
## occupation_transport_moving 1.433332e-03 0.040348852
## relationship_husband -2.198385e-02 0.020911917
## relationship_not_in_family -1.253835e-02 0.014570922
## relationship_other_relative -3.635409e-01 -0.175660267
## relationship_own_child 1.311823e-01 0.036117926
## relationship_unmarried 6.374463e-02 0.006667432
## relationship_wife 5.789165e-02 -0.007702377
## race_amer_indian_eskimo -3.783244e-02 -0.197656781
## race_asian_pac_islander 1.324125e-02 0.015611678
## race_black 2.685124e-02 0.029132178
## race_other -8.335771e-04 0.217648494
## race_white -1.807297e-02 -0.031596160
## sex_female 2.400156e-02 0.006763600
## sex_male -2.400156e-02 -0.006763600
## native_country_cambodia 8.360880e-02 0.132141796
## native_country_canada -1.490523e-02 -0.034617328
## native_country_china -1.501201e-01 0.119475681
## native_country_columbia -1.697564e-02 0.058950991
## native_country_cuba 3.674574e-02 0.054032059
## native_country_dominican_republic -8.734429e-02 0.162592069
## native_country_ecuador 1.628517e-01 -0.091585882
## native_country_el_salvador 4.189361e-02 -0.109772622
## native_country_england -7.045914e-02 -0.155714447
## native_country_france -1.034189e-01 -0.030886588
## native_country_germany 5.524038e-05 -0.016247529
## native_country_greece 1.000736e-02 0.011746136
## native_country_guatemala -5.095404e-02 0.018395630
## native_country_haiti -4.587790e-03 0.122613626
## native_country_holand_netherlands 1.565230e-01 0.086316252
## native_country_honduras -9.829845e-03 0.011616650
## native_country_hong 1.126191e-02 0.054933993
## native_country_hungary -2.659592e-02 -0.001567632
## native_country_india -8.833129e-02 0.092610715
## native_country_iran -3.430711e-02 -0.165099611
## native_country_ireland 9.849608e-03 0.045202925
## native_country_italy 4.588081e-02 -0.033555069
## native_country_jamaica -6.653652e-02 -0.004470128
## native_country_japan -3.388696e-02 -0.114306572
## native_country_laos -9.677056e-02 0.019261198
## native_country_mexico -3.012515e-02 0.014629529
## native_country_nicaragua 1.878456e-01 0.001318466
## native_country_outlying_us(guam_usvi_etc) 1.750046e-02 -0.076918272
## native_country_peru -5.086569e-02 0.050952576
## native_country_philippines 2.108496e-01 -0.113692780
## native_country_poland -1.986506e-01 0.204479273
## native_country_portugal 1.120865e-02 0.189055794
## native_country_puerto_rico 7.654525e-02 -0.090044875
## native_country_scotland 7.982682e-02 -0.081232581
## native_country_south 2.220694e-02 -0.006024694
## native_country_taiwan -1.552430e-01 -0.026847766
## native_country_thailand -1.101319e-01 -0.015359303
## native_country_trinadad&tobago 7.811527e-02 0.012633346
## native_country_united_states 2.386665e-02 -0.001132554
## native_country_vietnam 1.110414e-01 -0.023350358
## native_country_yugoslavia -5.918335e-02 -0.090502859
## PC77 PC78
## l_capital_gain -0.030084374 -0.0020967052
## l_capital_loss -0.006522211 -0.0591612244
## age 0.008259005 -0.0259367612
## fnlwgt -0.130491010 -0.1324705579
## education_num 0.002155613 -0.0242742932
## hours_per_week -0.077550285 0.0553046723
## workclass_federal_gov -0.006959228 -0.1845443375
## workclass_local_gov -0.153628337 0.0431027493
## workclass_private 0.035754565 -0.0037503976
## workclass_self_emp_inc -0.122877222 0.1233273023
## workclass_self_emp_not_inc 0.022572824 -0.0313910220
## workclass_state_gov 0.199473201 0.0415590688
## workclass_without_pay 0.025588197 -0.0016086057
## education_1st_4th 0.007324500 0.1330263234
## education_5th_6th 0.087130724 -0.0561264480
## education_7th_8th -0.047055407 -0.0538024560
## education_9th -0.027073708 -0.0764300884
## education_10th -0.005990945 0.1370767210
## education_11th 0.026080505 0.1159786258
## education_12th 0.016665795 0.0102142281
## education_assoc_acdm 0.056346838 0.0051012823
## education_assoc_voc 0.116669893 -0.1836101551
## education_bachelors 0.024797596 0.0353043739
## education_doctorate -0.463785556 -0.0235403434
## education_hs_grad -0.030490670 -0.0244053938
## education_masters -0.005093496 -0.0230850827
## education_preschool -0.150167804 -0.1392290099
## education_prof_school 0.303802377 0.0167986115
## education_some_college -0.038941117 0.0332461750
## marital_status_divorced -0.049934145 0.0086790562
## marital_status_married_af_spouse 0.040068058 0.0207283713
## marital_status_married_civ_spouse 0.008700875 -0.0260512604
## marital_status_married_spouse_absent 0.175735347 -0.0312171059
## marital_status_never_married -0.049344148 0.0258165914
## marital_status_separated 0.081719165 -0.0151070413
## marital_status_widowed 0.008740346 0.0206616321
## occupation_adm_clerical 0.090641501 -0.0641154106
## occupation_armed_forces 0.011649193 0.2025913653
## occupation_craft_repair -0.099371083 0.1923725126
## occupation_exec_managerial 0.007962424 0.0214255328
## occupation_farming_fishing -0.022835505 0.0691803929
## occupation_handlers_cleaners 0.097818707 -0.0370535044
## occupation_machine_op_inspct 0.003155617 0.0317885299
## occupation_other_service 0.013291222 -0.3235085306
## occupation_priv_house_serv 0.058260443 0.3563737827
## occupation_prof_specialty -0.031558792 0.0154749853
## occupation_protective_serv 0.170276725 0.0340276007
## occupation_sales 0.027677607 -0.1469560261
## occupation_tech_support -0.195001720 0.2091057101
## occupation_transport_moving -0.059782846 0.0346824907
## relationship_husband 0.033947388 -0.0487299935
## relationship_not_in_family 0.061810111 -0.0477947808
## relationship_other_relative -0.112230768 0.1331367145
## relationship_own_child -0.035090259 0.0299769628
## relationship_unmarried -0.012175019 0.0141897245
## relationship_wife -0.040647197 0.0347977841
## race_amer_indian_eskimo -0.018970780 -0.0324124810
## race_asian_pac_islander 0.005886067 0.0180035872
## race_black -0.007102531 -0.0064498852
## race_other -0.046267757 -0.0609498912
## race_white 0.020208691 0.0213250250
## sex_female -0.028289640 0.0324246862
## sex_male 0.028289640 -0.0324246862
## native_country_cambodia 0.060204320 -0.0291656941
## native_country_canada 0.151916387 0.0519751461
## native_country_china 0.179129239 0.1102098609
## native_country_columbia -0.073344141 -0.0369101042
## native_country_cuba -0.062697133 0.0453971506
## native_country_dominican_republic 0.026227936 0.0525662285
## native_country_ecuador 0.020672532 -0.0447348447
## native_country_el_salvador 0.036575466 -0.0111451322
## native_country_england 0.065325264 -0.0893815676
## native_country_france 0.090995311 -0.1002592907
## native_country_germany -0.014489702 -0.0012764840
## native_country_greece 0.011030232 -0.0153834706
## native_country_guatemala -0.059146668 -0.4326747654
## native_country_haiti 0.082871456 0.1830505732
## native_country_holand_netherlands 0.036420022 -0.0583390870
## native_country_honduras -0.097619827 -0.1056123732
## native_country_hong 0.123335739 0.0188500110
## native_country_hungary -0.044023670 -0.0823910773
## native_country_india -0.194772811 -0.0121362333
## native_country_iran 0.150024714 0.0913660947
## native_country_ireland -0.054347048 -0.0158959387
## native_country_italy -0.099769218 0.0226168086
## native_country_jamaica 0.054264323 0.0748256515
## native_country_japan -0.045518314 0.0713173815
## native_country_laos -0.048369763 0.0601982191
## native_country_mexico -0.017304462 0.0406580932
## native_country_nicaragua 0.130045880 -0.0774501530
## native_country_outlying_us(guam_usvi_etc) -0.021999666 0.0452870826
## native_country_peru -0.007665594 0.1054736561
## native_country_philippines -0.197634575 -0.0088871686
## native_country_poland -0.116751317 -0.0418868926
## native_country_portugal -0.014946935 -0.1220314209
## native_country_puerto_rico -0.002525260 0.1100207131
## native_country_scotland -0.086811132 0.0378917557
## native_country_south 0.041330602 0.0065693011
## native_country_taiwan 0.271017313 -0.0385227505
## native_country_thailand -0.014674415 -0.0477002124
## native_country_trinadad&tobago 0.048258384 0.0606946786
## native_country_united_states -0.006937970 -0.0007336352
## native_country_vietnam 0.032080146 -0.0964608783
## native_country_yugoslavia -0.017089569 -0.0035628987
## PC79 PC80
## l_capital_gain 0.041385142 -0.262707573
## l_capital_loss 0.061052685 -0.219173635
## age -0.006463067 -0.006342627
## fnlwgt 0.268317899 0.046231390
## education_num 0.039271248 0.005144604
## hours_per_week 0.017197566 0.007237893
## workclass_federal_gov -0.252249784 -0.273846579
## workclass_local_gov -0.037993236 0.107455419
## workclass_private 0.021273421 -0.051067405
## workclass_self_emp_inc -0.121525230 0.214315425
## workclass_self_emp_not_inc 0.124994338 -0.008929558
## workclass_state_gov 0.152063635 0.027645647
## workclass_without_pay 0.058044289 -0.018446336
## education_1st_4th -0.253395507 0.110457401
## education_5th_6th 0.039913812 0.021043927
## education_7th_8th -0.223498545 -0.035009715
## education_9th 0.007310435 -0.037500523
## education_10th 0.021834353 -0.070783317
## education_11th 0.132258418 0.040361522
## education_12th -0.005479686 0.041882094
## education_assoc_acdm 0.023031863 0.016001585
## education_assoc_voc -0.031392167 0.029496334
## education_bachelors -0.025678969 0.083264013
## education_doctorate -0.092830914 -0.069558257
## education_hs_grad -0.010066997 -0.041791964
## education_masters -0.030558123 -0.082992645
## education_preschool 0.244987259 -0.160841453
## education_prof_school 0.148400711 -0.055311000
## education_some_college 0.047836103 0.044943888
## marital_status_divorced -0.064339930 -0.050614581
## marital_status_married_af_spouse 0.006000218 0.008557062
## marital_status_married_civ_spouse -0.019194679 0.009035952
## marital_status_married_spouse_absent 0.038849962 -0.124696298
## marital_status_never_married 0.019122103 -0.015764502
## marital_status_separated -0.117934433 0.017968169
## marital_status_widowed 0.235356282 0.185491415
## occupation_adm_clerical -0.023111495 0.063313366
## occupation_armed_forces 0.205390001 0.238381859
## occupation_craft_repair 0.058209808 0.060723961
## occupation_exec_managerial 0.127532558 -0.038772608
## occupation_farming_fishing -0.018782692 0.012447808
## occupation_handlers_cleaners -0.046342611 0.125193946
## occupation_machine_op_inspct 0.007081429 0.137132635
## occupation_other_service -0.168125887 -0.110463946
## occupation_priv_house_serv -0.118542240 -0.387633880
## occupation_prof_specialty -0.057068602 0.050218230
## occupation_protective_serv 0.047649610 -0.207216457
## occupation_sales -0.050120875 -0.094192893
## occupation_tech_support 0.078858758 0.001873735
## occupation_transport_moving 0.124505811 0.047178720
## relationship_husband -0.032186415 -0.010915500
## relationship_not_in_family -0.062041366 0.042435566
## relationship_other_relative 0.193324530 -0.136580917
## relationship_own_child -0.036284082 -0.048205757
## relationship_unmarried 0.067522816 0.042632978
## relationship_wife 0.010405339 0.066445949
## race_amer_indian_eskimo 0.119896607 0.052373642
## race_asian_pac_islander -0.019966888 0.013653998
## race_black -0.004903603 -0.052400712
## race_other 0.029199981 0.034447325
## race_white -0.027413678 0.013923924
## sex_female 0.018739124 -0.002492897
## sex_male -0.018739124 0.002492897
## native_country_cambodia -0.077711969 0.011893235
## native_country_canada 0.082399845 -0.069120348
## native_country_china 0.068595732 0.082678188
## native_country_columbia -0.058656601 0.003287960
## native_country_cuba 0.047115270 -0.046680934
## native_country_dominican_republic 0.122176484 -0.059273754
## native_country_ecuador -0.076409182 -0.014571289
## native_country_el_salvador -0.007716674 0.242171572
## native_country_england 0.001199693 0.068395661
## native_country_france 0.038220180 0.060460661
## native_country_germany -0.029959008 -0.044915604
## native_country_greece 0.025593974 -0.035971727
## native_country_guatemala 0.126552198 0.236614091
## native_country_haiti -0.171878684 0.179487268
## native_country_holand_netherlands -0.061197316 0.044575890
## native_country_honduras -0.044632820 0.019112631
## native_country_hong -0.086121704 0.019752453
## native_country_hungary -0.076799862 0.022552162
## native_country_india -0.124294840 0.058300526
## native_country_iran -0.006439619 -0.021602865
## native_country_ireland 0.039421168 -0.022386842
## native_country_italy 0.118818308 -0.126181127
## native_country_jamaica -0.108155175 0.130150272
## native_country_japan 0.004534775 -0.014627297
## native_country_laos -0.071568268 -0.012021313
## native_country_mexico -0.057724518 -0.088386088
## native_country_nicaragua -0.156673360 0.049407886
## native_country_outlying_us(guam_usvi_etc) -0.013303634 -0.050382443
## native_country_peru -0.035777322 -0.007742880
## native_country_philippines 0.045109218 0.014341078
## native_country_poland 0.036080718 0.008520422
## native_country_portugal 0.304664616 -0.145719499
## native_country_puerto_rico 0.024239664 -0.037663338
## native_country_scotland 0.010499717 -0.003933869
## native_country_south -0.020448386 -0.052079702
## native_country_taiwan 0.038064319 -0.017957569
## native_country_thailand 0.031978023 -0.011721941
## native_country_trinadad&tobago 0.010885424 0.014357348
## native_country_united_states -0.009307808 -0.023831141
## native_country_vietnam 0.035924481 -0.045617687
## native_country_yugoslavia -0.004278158 0.018057979
## PC81 PC82
## l_capital_gain 0.3615441710 -0.3708235908
## l_capital_loss 0.3211211337 -0.2770133186
## age 0.0055950955 0.0044061089
## fnlwgt -0.1149243868 -0.1135097860
## education_num -0.0505659426 0.0351547557
## hours_per_week 0.1231121046 0.0512629477
## workclass_federal_gov -0.1071652310 -0.0391205892
## workclass_local_gov -0.0324420164 -0.0070246952
## workclass_private 0.1265783758 0.0424481300
## workclass_self_emp_inc 0.0222646964 0.2468320639
## workclass_self_emp_not_inc -0.1812019475 -0.1980619562
## workclass_state_gov 0.0909041891 -0.0024470781
## workclass_without_pay -0.0618280008 -0.0437013646
## education_1st_4th -0.0031136749 -0.0717156146
## education_5th_6th -0.0042829479 -0.0225594553
## education_7th_8th -0.0050043953 -0.0887182825
## education_9th 0.0803014259 -0.0258803403
## education_10th 0.0835084558 -0.0421797812
## education_11th 0.1551442197 0.0478607349
## education_12th 0.0685292877 -0.0314962054
## education_assoc_acdm -0.0730283133 0.0210274008
## education_assoc_voc -0.2067878807 -0.0508992897
## education_bachelors 0.0064487642 0.0246931034
## education_doctorate -0.0090422782 -0.1004044603
## education_hs_grad 0.0142416236 -0.0179727476
## education_masters 0.1223755227 0.0558396931
## education_preschool -0.1375643253 0.1289217889
## education_prof_school -0.0319901526 -0.0507569609
## education_some_college -0.0719974511 0.0705524393
## marital_status_divorced -0.0105108074 -0.0126556842
## marital_status_married_af_spouse 0.0315363320 0.0101036553
## marital_status_married_civ_spouse -0.0089279335 0.0539719750
## marital_status_married_spouse_absent -0.0149345411 0.1732861238
## marital_status_never_married 0.0155026405 -0.0423367480
## marital_status_separated -0.0060436958 -0.0998004736
## marital_status_widowed 0.0162754234 -0.0283187707
## occupation_adm_clerical 0.2009444514 0.0106062581
## occupation_armed_forces 0.1019434197 0.0418272973
## occupation_craft_repair 0.0076982512 -0.0305802501
## occupation_exec_managerial -0.1348535663 -0.1733502331
## occupation_farming_fishing 0.3331684584 0.2256515658
## occupation_handlers_cleaners -0.0958868062 0.0375526338
## occupation_machine_op_inspct -0.1575787096 -0.0485815314
## occupation_other_service 0.0187263489 0.1371704324
## occupation_priv_house_serv -0.1982758079 0.1353575869
## occupation_prof_specialty -0.0557816547 0.1160728614
## occupation_protective_serv 0.1551336519 -0.1103677916
## occupation_sales -0.0357215827 -0.0814996236
## occupation_tech_support 0.1560427703 -0.0056956892
## occupation_transport_moving -0.1621908614 -0.0856435766
## relationship_husband 0.0065974377 0.0563096414
## relationship_not_in_family 0.0228013837 0.0370499410
## relationship_other_relative -0.0836486805 0.0535365972
## relationship_own_child -0.0025479468 -0.1223839398
## relationship_unmarried 0.0216181938 -0.0284752706
## relationship_wife -0.0226396260 -0.0048437663
## race_amer_indian_eskimo -0.0287374925 -0.1902055205
## race_asian_pac_islander -0.0141726368 -0.0277739249
## race_black 0.0128749966 0.1534535581
## race_other 0.1927575873 0.1374717363
## race_white -0.0448105347 -0.0967993346
## sex_female -0.0009668463 -0.0168583264
## sex_male 0.0009668463 0.0168583264
## native_country_cambodia 0.0493793758 0.0039958131
## native_country_canada 0.0163177728 0.0926118770
## native_country_china -0.0141352600 -0.0457822732
## native_country_columbia 0.0366349380 0.0181748757
## native_country_cuba 0.0540256411 0.1009705617
## native_country_dominican_republic -0.1067124712 -0.1101302895
## native_country_ecuador -0.0626418325 -0.0930443903
## native_country_el_salvador 0.1220713427 -0.0410522139
## native_country_england 0.0216708993 0.1055142924
## native_country_france 0.0064061682 -0.0227490767
## native_country_germany 0.0214482898 0.1135614100
## native_country_greece 0.0180481527 0.0684890113
## native_country_guatemala 0.1048376208 -0.0582678968
## native_country_haiti 0.0443922590 -0.2769151860
## native_country_holand_netherlands -0.0129781634 0.0363042142
## native_country_honduras 0.0062984965 -0.0001604121
## native_country_hong -0.0303281635 0.0149228343
## native_country_hungary 0.0654464445 0.0412379226
## native_country_india -0.1181371786 -0.0977935654
## native_country_iran 0.0014669062 0.0332843417
## native_country_ireland -0.0093556574 0.0062804084
## native_country_italy 0.0132189470 0.0791490326
## native_country_jamaica -0.0214624985 -0.2617067343
## native_country_japan -0.0193005026 0.0150595440
## native_country_laos 0.0731248446 -0.0077722613
## native_country_mexico -0.0425124407 -0.0335881954
## native_country_nicaragua 0.0560647142 0.0039006092
## native_country_outlying_us(guam_usvi_etc) 0.0366171260 -0.0319392413
## native_country_peru 0.0203857977 0.0016400995
## native_country_philippines -0.0141819022 -0.0383120280
## native_country_poland 0.0939683057 -0.0133498311
## native_country_portugal -0.0315043336 0.0859632474
## native_country_puerto_rico -0.1857672610 -0.0517203677
## native_country_scotland 0.0033284384 0.0083701985
## native_country_south 0.0915237053 0.0496525974
## native_country_taiwan -0.0167588715 -0.0059728227
## native_country_thailand 0.0314319889 -0.0460366824
## native_country_trinadad&tobago -0.0712064574 -0.0989604380
## native_country_united_states -0.0018608294 0.0614006195
## native_country_vietnam -0.0167087754 0.0502591964
## native_country_yugoslavia 0.0557046627 0.0603076934
## PC83 PC84
## l_capital_gain 0.1432914589 -2.717409e-01
## l_capital_loss 0.1041227094 -2.144954e-01
## age 0.0123013421 -1.364138e-01
## fnlwgt -0.3656746519 9.320466e-02
## education_num -0.0283047742 -4.088783e-03
## hours_per_week -0.0889797402 3.078983e-01
## workclass_federal_gov 0.0033449013 3.043956e-01
## workclass_local_gov 0.0358466054 -1.591320e-01
## workclass_private -0.0635195563 4.320102e-02
## workclass_self_emp_inc -0.0846900096 -8.893892e-02
## workclass_self_emp_not_inc 0.1219958333 -4.591254e-02
## workclass_state_gov -0.0005385016 -1.448257e-02
## workclass_without_pay 0.0224421232 3.131890e-02
## education_1st_4th 0.1948871380 -7.258978e-02
## education_5th_6th -0.0430574663 -1.367070e-01
## education_7th_8th 0.0290873199 7.762151e-02
## education_9th -0.0216052180 7.069157e-03
## education_10th -0.0388174514 6.415931e-02
## education_11th -0.0847599548 1.178988e-01
## education_12th -0.0132598212 5.282470e-02
## education_assoc_acdm 0.0506800389 -9.352713e-02
## education_assoc_voc 0.0633273798 -5.922327e-02
## education_bachelors 0.0211895863 -1.097820e-01
## education_doctorate -0.0160737821 7.993594e-02
## education_hs_grad -0.0317522118 2.221638e-02
## education_masters -0.0698878149 4.741668e-02
## education_preschool 0.1359145609 -6.957045e-02
## education_prof_school -0.0072436814 1.502802e-01
## education_some_college 0.0270926820 -1.904015e-02
## marital_status_divorced -0.0044739872 -1.283567e-01
## marital_status_married_af_spouse -0.0186246925 -8.728417e-02
## marital_status_married_civ_spouse -0.0457146214 1.737618e-02
## marital_status_married_spouse_absent 0.1061774435 6.912143e-03
## marital_status_never_married 0.0217475969 4.229614e-02
## marital_status_separated 0.0309499326 -5.889454e-02
## marital_status_widowed -0.0142513110 1.677964e-01
## occupation_adm_clerical -0.1397746119 -2.065170e-01
## occupation_armed_forces 0.0220985641 -1.632714e-01
## occupation_craft_repair 0.1329873041 5.168876e-02
## occupation_exec_managerial 0.0946110837 1.223100e-01
## occupation_farming_fishing -0.2531070464 1.689352e-03
## occupation_handlers_cleaners 0.0436802257 -2.819192e-02
## occupation_machine_op_inspct 0.1343768595 -7.175130e-02
## occupation_other_service -0.1790352051 -9.215029e-02
## occupation_priv_house_serv -0.1746946041 -5.615600e-02
## occupation_prof_specialty 0.0064256093 3.034230e-02
## occupation_protective_serv -0.0262561121 2.756774e-01
## occupation_sales 0.0373432697 6.136527e-02
## occupation_tech_support -0.0612942878 1.037711e-02
## occupation_transport_moving 0.1757739752 -2.155190e-02
## relationship_husband -0.0747033002 -1.746364e-02
## relationship_not_in_family -0.0586245929 -2.467425e-02
## relationship_other_relative 0.1193607566 -6.863581e-02
## relationship_own_child 0.0753800815 -6.843630e-02
## relationship_unmarried 0.0160414615 1.246643e-01
## relationship_wife 0.0502665133 8.059321e-02
## race_amer_indian_eskimo -0.2759733429 3.553672e-03
## race_asian_pac_islander -0.0097830196 9.233583e-03
## race_black 0.0822389093 -1.322571e-01
## race_other 0.3048146193 2.475150e-01
## race_white -0.0640141115 4.277073e-02
## sex_female 0.0110760620 8.534491e-02
## sex_male -0.0110760620 -8.534491e-02
## native_country_cambodia -0.0708789931 1.570221e-02
## native_country_canada 0.0438869181 -1.397621e-02
## native_country_china 0.0078358648 3.303943e-02
## native_country_columbia -0.0422737953 -7.860012e-02
## native_country_cuba 0.0775498723 -6.855839e-03
## native_country_dominican_republic -0.3239465294 -1.140596e-01
## native_country_ecuador -0.2192407367 -1.060894e-01
## native_country_el_salvador 0.0121070018 6.993454e-02
## native_country_england 0.0551610761 -3.879412e-02
## native_country_france 0.0634839167 -3.603688e-02
## native_country_germany 0.0674575560 -2.078553e-02
## native_country_greece 0.0066134928 4.139488e-03
## native_country_guatemala 0.0110646879 -2.322311e-02
## native_country_haiti -0.0783818035 1.496030e-01
## native_country_holand_netherlands -0.0613856358 3.289507e-02
## native_country_honduras -0.0231901111 1.275016e-02
## native_country_hong 0.0372792009 4.928568e-05
## native_country_hungary 0.0098234395 1.860081e-02
## native_country_india -0.0609234128 -8.413897e-02
## native_country_iran -0.0607223135 -5.808563e-02
## native_country_ireland -0.0002584307 3.226597e-03
## native_country_italy 0.0328822114 6.489961e-02
## native_country_jamaica -0.0653768222 1.066136e-01
## native_country_japan 0.0482253740 -2.386372e-02
## native_country_laos -0.0377645081 2.887510e-02
## native_country_mexico 0.0902209596 7.229665e-02
## native_country_nicaragua 0.0189241231 -7.724365e-03
## native_country_outlying_us(guam_usvi_etc) 0.0023828957 2.395145e-02
## native_country_peru 0.0169112572 -7.476610e-02
## native_country_philippines -0.0042776375 7.466231e-02
## native_country_poland -0.0036597842 -1.266493e-02
## native_country_portugal -0.0668752292 -2.018689e-02
## native_country_puerto_rico -0.1537469625 -1.539816e-01
## native_country_scotland 0.0355298748 -9.474517e-03
## native_country_south -0.0268854651 -2.956627e-02
## native_country_taiwan 0.0526520874 -3.320601e-02
## native_country_thailand 0.0269558968 -1.641206e-02
## native_country_trinadad&tobago -0.0210897293 4.975501e-02
## native_country_united_states 0.0507358104 3.886204e-04
## native_country_vietnam -0.0472730004 6.941085e-02
## native_country_yugoslavia 0.0491549050 2.493096e-02
## PC85 PC86
## l_capital_gain 0.043016757 -0.2709275911
## l_capital_loss 0.024298245 -0.1973735954
## age -0.078401941 0.1379048031
## fnlwgt -0.271386117 -0.1831548316
## education_num -0.056036335 -0.0318238322
## hours_per_week 0.320164380 -0.1330005317
## workclass_federal_gov 0.138494371 -0.1446834592
## workclass_local_gov -0.084988349 0.0522454514
## workclass_private 0.024186803 0.0786079590
## workclass_self_emp_inc -0.036439003 -0.0862782734
## workclass_self_emp_not_inc -0.083545339 0.0474754450
## workclass_state_gov 0.080311536 -0.0996468127
## workclass_without_pay 0.022140746 0.0230268428
## education_1st_4th 0.087922470 0.0843117546
## education_5th_6th 0.155667307 0.1247753896
## education_7th_8th -0.013110896 0.0775603412
## education_9th -0.004564270 0.0846699532
## education_10th -0.038927304 0.0620535330
## education_11th 0.005443693 0.0267960913
## education_12th 0.029675782 0.0293870320
## education_assoc_acdm 0.018087940 -0.0974589741
## education_assoc_voc -0.054374079 -0.0818786061
## education_bachelors 0.026930033 -0.1111914157
## education_doctorate -0.040994304 0.2435965158
## education_hs_grad -0.057613133 0.0105152600
## education_masters -0.003384999 0.0595912209
## education_preschool 0.069214871 0.0444855659
## education_prof_school -0.019229179 0.3231103990
## education_some_college 0.030206553 -0.1709634086
## marital_status_divorced -0.098921775 0.0278092127
## marital_status_married_af_spouse -0.063008720 0.0391515047
## marital_status_married_civ_spouse -0.003206133 0.0076093424
## marital_status_married_spouse_absent -0.088257867 0.0100170826
## marital_status_never_married 0.121346838 0.0058004078
## marital_status_separated -0.164612580 0.0325659144
## marital_status_widowed 0.115284925 -0.1445083675
## occupation_adm_clerical -0.181925574 0.1963885200
## occupation_armed_forces -0.054864764 0.0634136783
## occupation_craft_repair 0.198054296 -0.0463798917
## occupation_exec_managerial -0.047183110 0.2747128501
## occupation_farming_fishing 0.025087823 -0.1101484211
## occupation_handlers_cleaners 0.028138409 -0.1682702089
## occupation_machine_op_inspct -0.059438895 -0.1848031245
## occupation_other_service -0.046409426 -0.1760243722
## occupation_priv_house_serv -0.197102298 -0.1603029576
## occupation_prof_specialty 0.045544305 -0.1031687325
## occupation_protective_serv 0.091272594 0.1025150435
## occupation_sales 0.039860699 0.1102061814
## occupation_tech_support -0.043778751 0.1805207932
## occupation_transport_moving 0.036739621 -0.1084040590
## relationship_husband -0.054823767 0.0600456831
## relationship_not_in_family -0.046290521 0.0213677683
## relationship_other_relative -0.000519829 -0.0248637610
## relationship_own_child -0.065715981 0.0951892115
## relationship_unmarried 0.146740890 -0.1424305371
## relationship_wife 0.121155543 -0.1168047578
## race_amer_indian_eskimo -0.120900664 -0.0321441099
## race_asian_pac_islander -0.018176524 -0.0287360547
## race_black 0.201182712 0.1402295041
## race_other -0.430648644 -0.1115441899
## race_white -0.016810855 -0.0665202134
## sex_female 0.051933841 0.0190910430
## sex_male -0.051933841 -0.0190910430
## native_country_cambodia -0.052063824 0.0390523859
## native_country_canada -0.012292613 0.0066892165
## native_country_china 0.013986800 -0.0402018738
## native_country_columbia 0.116064639 0.0353673892
## native_country_cuba 0.058911499 -0.0425241827
## native_country_dominican_republic 0.141305358 0.0123843303
## native_country_ecuador 0.183748186 0.0512015929
## native_country_el_salvador -0.003773894 0.0206458789
## native_country_england -0.020555614 -0.0266766372
## native_country_france 0.035239988 -0.0222464448
## native_country_germany -0.023908439 0.0167335693
## native_country_greece -0.029499951 -0.0182579627
## native_country_guatemala 0.108008600 0.0592811965
## native_country_haiti -0.154281578 -0.0560603739
## native_country_holand_netherlands -0.020679487 0.0330458551
## native_country_honduras -0.004734688 0.0155964256
## native_country_hong -0.021533141 -0.0076718301
## native_country_hungary 0.023213482 0.0035087262
## native_country_india 0.078374729 -0.0793108416
## native_country_iran 0.084592764 0.0259746921
## native_country_ireland -0.035494645 0.0146279051
## native_country_italy -0.061614176 -0.0343095471
## native_country_jamaica -0.101653469 -0.1001381933
## native_country_japan 0.016297051 -0.0161909865
## native_country_laos -0.033747438 -0.0015653762
## native_country_mexico -0.050656487 0.0222716732
## native_country_nicaragua 0.088072598 0.0512262347
## native_country_outlying_us(guam_usvi_etc) -0.042983674 -0.0063759706
## native_country_peru 0.098463556 0.0583204678
## native_country_philippines -0.052964243 0.0017754316
## native_country_poland -0.003738162 0.0383095291
## native_country_portugal -0.060434573 -0.0261360777
## native_country_puerto_rico 0.177582304 0.0602135867
## native_country_scotland -0.020006724 -0.0182869251
## native_country_south -0.040600352 0.0113847122
## native_country_taiwan 0.005443780 -0.0668774753
## native_country_thailand -0.016291266 0.0141302773
## native_country_trinadad&tobago -0.055776184 -0.0425536872
## native_country_united_states -0.038062464 0.0008922927
## native_country_vietnam -0.037607031 0.0131365871
## native_country_yugoslavia 0.021709669 0.0104477702
## PC87 PC88
## l_capital_gain 0.042472667 -0.0323815956
## l_capital_loss 0.007546948 -0.0144142644
## age -0.146055819 0.0370981993
## fnlwgt -0.074219512 -0.0254487729
## education_num -0.036257974 0.0833250129
## hours_per_week 0.460343533 -0.0256852402
## workclass_federal_gov -0.166568305 -0.1111804437
## workclass_local_gov 0.176367136 -0.4177388204
## workclass_private -0.112845152 0.0460460106
## workclass_self_emp_inc -0.142640619 0.2774946183
## workclass_self_emp_not_inc 0.176229786 0.3556675664
## workclass_state_gov 0.050825469 -0.2308095259
## workclass_without_pay 0.073607521 0.0377423474
## education_1st_4th -0.036882943 0.0288150715
## education_5th_6th -0.071126453 0.0098011270
## education_7th_8th 0.046420216 0.0161748241
## education_9th -0.004355826 0.0009018461
## education_10th 0.063321131 -0.0083510516
## education_11th 0.099661196 -0.0184560702
## education_12th 0.070261778 -0.0195493503
## education_assoc_acdm -0.030148735 -0.0292069317
## education_assoc_voc -0.001639485 -0.0563117049
## education_bachelors -0.022223399 0.0985839558
## education_doctorate 0.021663754 0.0074186825
## education_hs_grad -0.021328750 -0.0786227290
## education_masters -0.010728713 0.2416864485
## education_preschool -0.005158970 0.0455496362
## education_prof_school 0.006583031 -0.1627972886
## education_some_college -0.022324995 -0.0441082953
## marital_status_divorced -0.151859475 -0.0128144371
## marital_status_married_af_spouse 0.028204475 -0.0013623936
## marital_status_married_civ_spouse 0.047616888 -0.0118369769
## marital_status_married_spouse_absent -0.004141807 -0.0093839291
## marital_status_never_married 0.113068923 0.0362798360
## marital_status_separated -0.127007736 -0.0241848528
## marital_status_widowed -0.013621431 -0.0081513102
## occupation_adm_clerical 0.264391274 0.1754462504
## occupation_armed_forces 0.048206514 0.0340133291
## occupation_craft_repair -0.112131738 -0.0142621534
## occupation_exec_managerial -0.059080345 -0.2219963695
## occupation_farming_fishing -0.375963810 -0.2576256103
## occupation_handlers_cleaners 0.118591290 0.0561065982
## occupation_machine_op_inspct 0.055938944 0.0384125953
## occupation_other_service 0.213920625 0.0810347002
## occupation_priv_house_serv 0.151002755 -0.0065561559
## occupation_prof_specialty -0.141482723 0.0130803271
## occupation_protective_serv -0.228228968 0.4353759763
## occupation_sales 0.063423616 -0.2157370627
## occupation_tech_support 0.095378639 0.0369291377
## occupation_transport_moving -0.153289334 0.0814339581
## relationship_husband 0.121388894 -0.0220855648
## relationship_not_in_family 0.040260884 -0.0296730613
## relationship_other_relative -0.073227747 -0.0041355012
## relationship_own_child -0.169475400 -0.0084037032
## relationship_unmarried 0.092060727 0.0721780548
## relationship_wife -0.158725778 0.0254115610
## race_amer_indian_eskimo -0.045988166 0.0448629086
## race_asian_pac_islander -0.009765118 -0.0257805018
## race_black 0.006926400 0.0187287332
## race_other 0.026124787 -0.0160991637
## race_white 0.005210751 -0.0118306113
## sex_female 0.042851352 -0.0132898672
## sex_male -0.042851352 0.0132898672
## native_country_cambodia 0.020576031 0.0166320759
## native_country_canada 0.011090717 -0.0232008436
## native_country_china 0.021640889 -0.0104187016
## native_country_columbia -0.026678762 0.0055354885
## native_country_cuba 0.034359579 -0.0372200475
## native_country_dominican_republic -0.050320917 -0.0110740066
## native_country_ecuador -0.017735846 0.0018012282
## native_country_el_salvador -0.001355462 -0.0054121605
## native_country_england -0.007910524 -0.0045815241
## native_country_france -0.017817907 -0.0105720697
## native_country_germany -0.004571481 -0.0009002416
## native_country_greece -0.032097887 -0.0214279997
## native_country_guatemala -0.046651582 0.0202204484
## native_country_haiti -0.006507971 -0.0259004828
## native_country_holand_netherlands -0.002007183 -0.0006919125
## native_country_honduras 0.015802230 -0.0041219846
## native_country_hong 0.021934647 -0.0061056735
## native_country_hungary 0.006708241 -0.0270794986
## native_country_india 0.001193947 -0.0147399798
## native_country_iran -0.018776949 -0.0340964579
## native_country_ireland -0.011603891 -0.0043839044
## native_country_italy -0.015909367 -0.0194464467
## native_country_jamaica -0.051559228 -0.0097734319
## native_country_japan -0.010649598 -0.0015597885
## native_country_laos 0.003464814 0.0141379538
## native_country_mexico 0.089445009 0.0544497649
## native_country_nicaragua -0.021313115 -0.0131446314
## native_country_outlying_us(guam_usvi_etc) -0.010576286 0.0035312781
## native_country_peru 0.025458975 -0.0123589766
## native_country_philippines 0.014155672 0.0107751440
## native_country_poland 0.010792806 -0.0042022195
## native_country_portugal -0.010269032 -0.0064856256
## native_country_puerto_rico -0.002771484 0.0211658773
## native_country_scotland 0.004204236 -0.0321106424
## native_country_south -0.035242701 -0.0338191032
## native_country_taiwan 0.023838935 -0.0094334357
## native_country_thailand -0.018008853 -0.0147891263
## native_country_trinadad&tobago -0.018787296 -0.0237592855
## native_country_united_states -0.009130327 0.0144287262
## native_country_vietnam -0.020336785 0.0072529093
## native_country_yugoslavia -0.011132605 0.0050880477
## PC89 PC90
## l_capital_gain 0.046887661 -0.0151467146
## l_capital_loss 0.035050460 0.0007261050
## age -0.137571647 -0.0150898159
## fnlwgt -0.095268328 -0.1873951801
## education_num 0.043310121 0.2134273707
## hours_per_week -0.470820376 0.0084707442
## workclass_federal_gov -0.020186593 -0.0110008745
## workclass_local_gov 0.028850843 0.0289669788
## workclass_private -0.017243974 -0.0085820053
## workclass_self_emp_inc 0.058414460 -0.0113840273
## workclass_self_emp_not_inc 0.005898292 -0.0175143891
## workclass_state_gov -0.042521685 0.0271348862
## workclass_without_pay -0.006349565 -0.0068450253
## education_1st_4th -0.094074901 -0.2851862319
## education_5th_6th -0.162081917 -0.3830977787
## education_7th_8th 0.014266546 -0.0042469109
## education_9th -0.019481211 -0.0522917440
## education_10th 0.020372361 0.0444360653
## education_11th 0.012257938 0.0450469491
## education_12th 0.007229671 -0.0251328718
## education_assoc_acdm -0.009946480 -0.0002849553
## education_assoc_voc 0.002409971 0.0094439361
## education_bachelors -0.064906402 0.0311209409
## education_doctorate 0.055940770 0.0129420213
## education_hs_grad 0.058349255 0.0257723600
## education_masters -0.025554622 0.0281264152
## education_preschool -0.078217460 -0.1173449679
## education_prof_school 0.043915027 0.0485979592
## education_some_college 0.029030625 0.0410369719
## marital_status_divorced -0.204565255 0.1480295931
## marital_status_married_af_spouse 0.008800829 -0.0209783792
## marital_status_married_civ_spouse 0.041513864 -0.0249510673
## marital_status_married_spouse_absent -0.056678819 0.0018779588
## marital_status_never_married 0.241951435 -0.1713835389
## marital_status_separated -0.147794610 0.0696899447
## marital_status_widowed -0.189101421 0.1784637385
## occupation_adm_clerical -0.028589294 0.0195791563
## occupation_armed_forces -0.004253957 0.0067775633
## occupation_craft_repair -0.020567300 0.0404299816
## occupation_exec_managerial 0.076926758 -0.0443713969
## occupation_farming_fishing 0.088426646 0.0266321801
## occupation_handlers_cleaners -0.007123846 0.0076410352
## occupation_machine_op_inspct -0.004210417 0.0442102091
## occupation_other_service -0.079203246 0.0490731414
## occupation_priv_house_serv 0.005481584 0.0217990907
## occupation_prof_specialty -0.052590177 -0.1524732651
## occupation_protective_serv 0.012384566 -0.0320833980
## occupation_sales 0.026976792 0.0168841291
## occupation_tech_support -0.031850374 -0.0057462503
## occupation_transport_moving 0.063664335 0.0577861728
## relationship_husband 0.059519126 -0.0916829662
## relationship_not_in_family 0.119073140 0.0064336055
## relationship_other_relative -0.088831938 -0.0360635801
## relationship_own_child -0.519642580 0.1753642297
## relationship_unmarried 0.380497678 -0.1453815983
## relationship_wife 0.001659063 0.1484430510
## race_amer_indian_eskimo -0.028747936 -0.0385276589
## race_asian_pac_islander -0.016480261 -0.0760941214
## race_black 0.018816233 0.1354836763
## race_other -0.048208221 -0.1281468276
## race_white 0.012481696 -0.0336744114
## sex_female -0.033480580 -0.0956178383
## sex_male 0.033480580 0.0956178383
## native_country_cambodia 0.000894371 0.0075078528
## native_country_canada -0.034438619 -0.0808284069
## native_country_china -0.005752028 -0.0087219595
## native_country_columbia -0.011295841 -0.0077838873
## native_country_cuba 0.023015769 -0.0083060856
## native_country_dominican_republic 0.042803251 0.0703362091
## native_country_ecuador 0.006412597 0.0147249003
## native_country_el_salvador 0.051222305 0.1667097082
## native_country_england -0.013907283 -0.0763585938
## native_country_france -0.017023981 -0.0383894474
## native_country_germany -0.036766575 -0.0936006710
## native_country_greece -0.006298424 -0.0423075543
## native_country_guatemala 0.017278425 0.1125061283
## native_country_haiti -0.008690560 -0.0434844886
## native_country_holand_netherlands -0.005200956 -0.0031743316
## native_country_honduras -0.007011828 0.0256539484
## native_country_hong -0.012877323 0.0075524510
## native_country_hungary -0.012878331 -0.0309557036
## native_country_india -0.009603617 -0.0468051469
## native_country_iran -0.005725696 -0.0458426187
## native_country_ireland -0.030867383 -0.0318873838
## native_country_italy 0.022336095 0.0165608785
## native_country_jamaica -0.037523107 -0.0846492910
## native_country_japan -0.015677229 -0.0371092110
## native_country_laos 0.008559694 0.0307556966
## native_country_mexico 0.147284346 0.5063453652
## native_country_nicaragua 0.010726214 0.0121885339
## native_country_outlying_us(guam_usvi_etc) -0.010366069 -0.0388023609
## native_country_peru -0.009723782 -0.0205195008
## native_country_philippines 0.035724426 -0.0244760378
## native_country_poland -0.023254114 -0.0581776058
## native_country_portugal 0.012221097 0.0044585160
## native_country_puerto_rico -0.018213628 0.0106932537
## native_country_scotland -0.007172810 -0.0199686967
## native_country_south 0.010546279 -0.0342226132
## native_country_taiwan -0.025963402 -0.0247669718
## native_country_thailand 0.004545346 -0.0096077328
## native_country_trinadad&tobago -0.025032979 -0.0261337215
## native_country_united_states -0.057107645 -0.1830044112
## native_country_vietnam -0.018082027 0.0212426953
## native_country_yugoslavia -0.008966587 -0.0201629413
## PC91 PC92
## l_capital_gain 0.0571063465 -0.0248994082
## l_capital_loss 0.0375425687 -0.0130959309
## age -0.0183154071 0.1104662418
## fnlwgt -0.0067262194 0.0529172657
## education_num -0.0474951538 0.2428784639
## hours_per_week -0.0194283344 -0.0200385828
## workclass_federal_gov 0.0121017630 0.0546318753
## workclass_local_gov -0.0771127941 0.0698752896
## workclass_private 0.0022163149 -0.0272811306
## workclass_self_emp_inc 0.0478458857 -0.0070594699
## workclass_self_emp_not_inc 0.0453964972 -0.0788103899
## workclass_state_gov -0.0259060532 0.0410654308
## workclass_without_pay 0.0054256821 -0.0129089962
## education_1st_4th -0.0975337854 0.0638118629
## education_5th_6th -0.1300667227 0.0541877135
## education_7th_8th -0.0389225716 0.0057965544
## education_9th -0.0137149175 -0.0040229882
## education_10th 0.0130308465 -0.0394895418
## education_11th 0.0244223011 -0.0517763207
## education_12th 0.0342754707 -0.0441410403
## education_assoc_acdm 0.0404517290 -0.0349169704
## education_assoc_voc 0.0183770238 -0.0431397412
## education_bachelors -0.0297789104 0.1336946924
## education_doctorate -0.0916201015 0.1500002457
## education_hs_grad 0.0899130179 -0.1788438643
## education_masters -0.0940023476 0.1930576329
## education_preschool -0.0478958848 0.0389610663
## education_prof_school -0.1373084065 0.2415654369
## education_some_college 0.0614051730 -0.0817461555
## marital_status_divorced -0.0284938804 -0.0479434238
## marital_status_married_af_spouse 0.0489180897 0.0059789217
## marital_status_married_civ_spouse 0.0988822045 0.0269433609
## marital_status_married_spouse_absent 0.0010799282 -0.0106710212
## marital_status_never_married -0.0526038518 0.0444613166
## marital_status_separated -0.0067079132 -0.0093544081
## marital_status_widowed -0.0912594581 -0.0904919980
## occupation_adm_clerical -0.1559587293 -0.0690478378
## occupation_armed_forces 0.0151119904 -0.0107689485
## occupation_craft_repair 0.0280913223 0.2667864951
## occupation_exec_managerial 0.0272513787 -0.1897742070
## occupation_farming_fishing 0.0260603252 0.1679402887
## occupation_handlers_cleaners 0.0816467857 0.2040852977
## occupation_machine_op_inspct -0.0294582971 0.1947303448
## occupation_other_service -0.1089708348 0.1081325912
## occupation_priv_house_serv -0.0939589925 0.0054205461
## occupation_prof_specialty 0.2200707690 -0.5650956193
## occupation_protective_serv 0.0512390751 -0.0002199290
## occupation_sales -0.0902169473 0.0001312755
## occupation_tech_support -0.0152079661 -0.0500708195
## occupation_transport_moving 0.0356984437 0.1940511412
## relationship_husband 0.3089906537 0.0789178600
## relationship_not_in_family 0.0507599820 -0.0087989753
## relationship_other_relative -0.0206373463 0.0013643118
## relationship_own_child 0.0281477242 0.0011596024
## relationship_unmarried -0.2466150327 -0.0320668455
## relationship_wife -0.4996191055 -0.1227417846
## race_amer_indian_eskimo 0.0048083646 0.0270041920
## race_asian_pac_islander -0.0052120825 -0.0118143529
## race_black 0.0416747773 -0.0383899573
## race_other -0.0445773779 0.0301191435
## race_white -0.0225170916 0.0226880532
## sex_female 0.3892712018 0.1953545763
## sex_male -0.3892712018 -0.1953545763
## native_country_cambodia -0.0019567747 0.0079474714
## native_country_canada -0.0200145288 0.0107853834
## native_country_china -0.0034684239 0.0112426377
## native_country_columbia 0.0018234604 -0.0097019778
## native_country_cuba -0.0111949173 -0.0092653329
## native_country_dominican_republic 0.0160227187 -0.0211488284
## native_country_ecuador 0.0002750262 -0.0074586454
## native_country_el_salvador 0.0660673793 -0.0191126723
## native_country_england -0.0109497821 0.0163226525
## native_country_france -0.0041870751 0.0049394064
## native_country_germany -0.0402081330 0.0095593353
## native_country_greece -0.0170547964 0.0145179772
## native_country_guatemala 0.0507883965 -0.0075968207
## native_country_haiti -0.0063464662 0.0052274863
## native_country_holand_netherlands -0.0115650782 -0.0090348773
## native_country_honduras 0.0214750958 -0.0022291983
## native_country_hong 0.0089752775 0.0045662587
## native_country_hungary -0.0161118902 -0.0003737242
## native_country_india 0.0131105851 0.0031945119
## native_country_iran 0.0083355423 0.0048130902
## native_country_ireland -0.0202395082 0.0116863844
## native_country_italy -0.0055167373 0.0003324916
## native_country_jamaica -0.0472985004 0.0218099633
## native_country_japan -0.0130321698 0.0113562739
## native_country_laos 0.0167786037 -0.0120873866
## native_country_mexico 0.1440373955 -0.0616071152
## native_country_nicaragua 0.0156220006 -0.0154880182
## native_country_outlying_us(guam_usvi_etc) -0.0081923786 0.0042874983
## native_country_peru -0.0073482881 -0.0049488003
## native_country_philippines -0.0035008530 -0.0080371524
## native_country_poland -0.0131302138 -0.0155929880
## native_country_portugal 0.0118807397 -0.0066614782
## native_country_puerto_rico 0.0245763206 0.0034651432
## native_country_scotland 0.0051661195 0.0097587480
## native_country_south -0.0172381705 0.0179043930
## native_country_taiwan -0.0003207706 0.0023142496
## native_country_thailand -0.0056428844 0.0037006553
## native_country_trinadad&tobago -0.0146744278 0.0050656273
## native_country_united_states -0.0653626796 0.0234497527
## native_country_vietnam -0.0065690021 0.0074474286
## native_country_yugoslavia -0.0074432667 0.0046263073
## PC93 PC94
## l_capital_gain 4.905311e-02 -0.0015510352
## l_capital_loss 1.271972e-02 0.0059408533
## age -7.716915e-01 -0.0003497070
## fnlwgt -4.247477e-02 0.0267458496
## education_num 2.480908e-03 0.0091465905
## hours_per_week -1.484979e-01 0.0027088786
## workclass_federal_gov 8.668891e-03 -0.0039766452
## workclass_local_gov -4.782895e-06 0.0004126133
## workclass_private -4.954488e-02 0.0006636099
## workclass_self_emp_inc 5.036838e-02 0.0017861463
## workclass_self_emp_not_inc 5.954008e-02 0.0036793297
## workclass_state_gov -2.931866e-02 -0.0054895241
## workclass_without_pay 1.523845e-02 0.0024510824
## education_1st_4th 8.177369e-02 -0.0076949841
## education_5th_6th 1.105410e-01 -0.0191369301
## education_7th_8th 8.224325e-02 0.0015934207
## education_9th 3.050347e-02 -0.0007121091
## education_10th -4.005330e-03 0.0017936174
## education_11th -6.140721e-02 0.0088904149
## education_12th -2.182061e-02 0.0006727541
## education_assoc_acdm -2.767125e-02 -0.0052472763
## education_assoc_voc -3.569418e-02 -0.0055273344
## education_bachelors 9.267032e-03 -0.0013712242
## education_doctorate 8.495393e-02 0.0117212923
## education_hs_grad -4.082731e-02 0.0003360793
## education_masters 9.054053e-02 0.0068705085
## education_preschool 4.857998e-02 0.0023546848
## education_prof_school 5.829690e-02 0.0068372575
## education_some_college -6.891396e-02 -0.0027261651
## marital_status_divorced 1.706213e-01 0.0007462825
## marital_status_married_af_spouse -1.517502e-02 0.0014008331
## marital_status_married_civ_spouse 7.644978e-02 0.0020784176
## marital_status_married_spouse_absent 2.803210e-02 0.0019546370
## marital_status_never_married -3.345759e-01 -0.0032024480
## marital_status_separated 4.519130e-02 0.0028455236
## marital_status_widowed 2.939589e-01 -0.0032864898
## occupation_adm_clerical 4.204304e-02 -0.0017442155
## occupation_armed_forces -7.321814e-03 0.0010617158
## occupation_craft_repair -8.691813e-03 0.0059125123
## occupation_exec_managerial 1.901341e-02 -0.0096502530
## occupation_farming_fishing 2.911536e-02 -0.0034220511
## occupation_handlers_cleaners -1.176167e-02 0.0049632145
## occupation_machine_op_inspct -8.284046e-03 0.0119372813
## occupation_other_service -1.116609e-02 0.0089843975
## occupation_priv_house_serv 1.180429e-02 -0.0006980182
## occupation_prof_specialty -6.627052e-02 -0.0105491609
## occupation_protective_serv -1.774020e-03 0.0007992309
## occupation_sales 4.210842e-03 0.0007194084
## occupation_tech_support -2.698292e-03 -0.0056354201
## occupation_transport_moving 3.005274e-02 -0.0003213710
## relationship_husband 9.047083e-02 0.0020064938
## relationship_not_in_family 7.707440e-02 0.0013313553
## relationship_other_relative 1.146991e-03 -0.0018026852
## relationship_own_child -1.019403e-01 -0.0125086182
## relationship_unmarried -9.951013e-02 0.0073552943
## relationship_wife -5.631247e-02 0.0042668967
## race_amer_indian_eskimo -1.929520e-02 -0.0482266607
## race_asian_pac_islander 4.430431e-05 0.6634459375
## race_black 4.289446e-02 -0.1671310581
## race_other -2.318453e-02 -0.0438585269
## race_white -2.472196e-02 -0.1550566089
## sex_female 8.072417e-03 0.0015905794
## sex_male -8.072417e-03 -0.0015905794
## native_country_cambodia 7.013324e-04 -0.1053724179
## native_country_canada 3.003893e-02 0.0451138577
## native_country_china -8.707896e-03 -0.2463944580
## native_country_columbia 1.456326e-02 0.0335584763
## native_country_cuba 2.369517e-02 0.0432832160
## native_country_dominican_republic 9.687925e-04 0.0361775262
## native_country_ecuador 1.573491e-03 0.0254965992
## native_country_el_salvador -2.685964e-02 0.0477590510
## native_country_england 1.026820e-02 0.0365340227
## native_country_france 3.977968e-03 0.0179123481
## native_country_germany 1.009895e-02 0.0464436373
## native_country_greece 1.658393e-02 0.0227483374
## native_country_guatemala -2.699460e-02 0.0332957299
## native_country_haiti -5.979138e-03 0.0334656874
## native_country_holand_netherlands 4.559361e-03 0.0036620349
## native_country_honduras -5.442117e-03 0.0170624513
## native_country_hong -1.013539e-02 -0.1006318318
## native_country_hungary 1.189463e-02 0.0157817212
## native_country_india -1.450954e-02 -0.2298937324
## native_country_iran -3.227036e-03 -0.0056259000
## native_country_ireland 1.327497e-02 0.0180211228
## native_country_italy 7.176203e-03 0.0387828582
## native_country_jamaica 6.554976e-03 0.0450672293
## native_country_japan -5.155862e-03 -0.1165637342
## native_country_laos -4.173006e-03 -0.1092429611
## native_country_mexico -1.153424e-01 0.1160043392
## native_country_nicaragua 1.737397e-03 0.0216587988
## native_country_outlying_us(guam_usvi_etc) 9.476831e-03 0.0013928285
## native_country_peru 1.628113e-02 0.0239823630
## native_country_philippines 1.791795e-02 -0.3718358104
## native_country_poland 1.623913e-02 0.0301637372
## native_country_portugal -7.573908e-03 0.0266696318
## native_country_puerto_rico 1.841446e-02 0.0486387612
## native_country_scotland 2.283129e-02 0.0171375372
## native_country_south 3.750058e-04 -0.2314371611
## native_country_taiwan -1.669471e-02 -0.1665976743
## native_country_thailand -1.042500e-03 -0.1027960625
## native_country_trinadad&tobago 1.312525e-03 0.0004290864
## native_country_united_states 3.756542e-02 0.1643107328
## native_country_vietnam -1.455644e-03 -0.2102767414
## native_country_yugoslavia 4.334806e-04 0.0181718774
## PC95 PC96
## l_capital_gain 8.795182e-04 -1.310581e-13
## l_capital_loss -1.894777e-04 -8.543114e-15
## age -5.604429e-03 -2.503944e-14
## fnlwgt 9.220044e-04 4.747822e-16
## education_num -7.605627e-04 -1.133210e-01
## hours_per_week 1.381669e-03 -3.951004e-16
## workclass_federal_gov -6.206171e-04 1.030024e-01
## workclass_local_gov 4.543605e-04 1.499594e-01
## workclass_private -6.173668e-04 2.614286e-01
## workclass_self_emp_inc -2.762134e-04 1.111417e-01
## workclass_self_emp_not_inc 4.926429e-04 1.645652e-01
## workclass_state_gov 5.203894e-04 1.204296e-01
## workclass_without_pay 3.452581e-03 1.278563e-02
## education_1st_4th 1.947522e-03 -5.148470e-02
## education_5th_6th 4.641100e-04 -6.863313e-02
## education_7th_8th -7.524363e-04 -8.659774e-02
## education_9th 8.256579e-06 -7.322704e-02
## education_10th -5.113278e-04 -9.068715e-02
## education_11th 4.370710e-04 -9.562323e-02
## education_12th 1.296958e-03 -5.278179e-02
## education_assoc_acdm 2.277611e-04 -5.253875e-02
## education_assoc_voc 1.827672e-04 -6.862808e-02
## education_bachelors 4.421859e-04 -9.271023e-02
## education_doctorate -3.583864e-04 -1.255487e-02
## education_hs_grad -3.270294e-06 -1.997780e-01
## education_masters 1.865481e-05 -4.673020e-02
## education_preschool 2.173722e-03 -3.113892e-02
## education_prof_school -8.337762e-04 -2.083840e-02
## education_some_college -9.939293e-04 -1.577514e-01
## marital_status_divorced 2.345895e-01 3.563986e-01
## marital_status_married_af_spouse -2.712682e-02 2.737480e-02
## marital_status_married_civ_spouse -5.388441e-01 5.135039e-01
## marital_status_married_spouse_absent 7.215622e-02 1.130400e-01
## marital_status_never_married 3.025625e-01 4.813184e-01
## marital_status_separated 1.166167e-01 1.789822e-01
## marital_status_widowed 1.124486e-01 1.705316e-01
## occupation_adm_clerical -1.115337e-05 -1.535016e-02
## occupation_armed_forces 1.778150e-03 -8.236315e-04
## occupation_craft_repair 2.787587e-04 -1.590427e-02
## occupation_exec_managerial -2.279886e-04 -1.586392e-02
## occupation_farming_fishing -5.321893e-04 -8.329932e-03
## occupation_handlers_cleaners -1.105553e-04 -9.730503e-03
## occupation_machine_op_inspct 2.346466e-04 -1.159747e-02
## occupation_other_service -3.374552e-04 -1.443143e-02
## occupation_priv_house_serv 2.056511e-03 -3.344747e-03
## occupation_prof_specialty -2.946031e-04 -1.589084e-02
## occupation_protective_serv 1.155129e-03 -6.803356e-03
## occupation_sales -2.310343e-04 -1.519139e-02
## occupation_tech_support -4.609483e-04 -8.164929e-03
## occupation_transport_moving 2.679290e-04 -1.032023e-02
## relationship_husband 5.215467e-01 -3.832564e-02
## relationship_not_in_family -3.106423e-01 -3.409295e-02
## relationship_other_relative -8.086726e-02 -1.324302e-02
## relationship_own_child -2.386330e-01 -2.752830e-02
## relationship_unmarried -2.238503e-01 -2.395151e-02
## relationship_wife 2.204445e-01 -1.634761e-02
## race_amer_indian_eskimo 1.035942e-04 5.263375e-03
## race_asian_pac_islander 2.017583e-03 9.020739e-03
## race_black -7.964459e-04 1.569898e-02
## race_other 1.342248e-03 4.745743e-03
## race_white -6.745621e-04 1.869646e-02
## sex_female 3.800085e-03 -6.848464e-04
## sex_male -3.800085e-03 -6.848464e-04
## native_country_cambodia 3.340351e-03 -2.955916e-03
## native_country_canada 5.498035e-05 -7.389924e-03
## native_country_china 3.375518e-03 -6.156392e-03
## native_country_columbia 1.540535e-03 -5.246179e-03
## native_country_cuba 8.845357e-05 -6.677541e-03
## native_country_dominican_republic -9.503185e-04 -5.704924e-03
## native_country_ecuador 2.993349e-03 -3.800651e-03
## native_country_el_salvador -5.496706e-04 -7.019108e-03
## native_country_england 1.024306e-04 -6.317302e-03
## native_country_france -2.345488e-04 -3.477832e-03
## native_country_germany -1.016586e-03 -8.038596e-03
## native_country_greece 1.700725e-03 -4.056887e-03
## native_country_guatemala -2.633401e-03 -5.372373e-03
## native_country_haiti -6.491624e-04 -4.813082e-03
## native_country_holand_netherlands -1.085614e-03 -5.798631e-04
## native_country_honduras -8.691864e-04 -2.527062e-03
## native_country_hong -1.186203e-03 -3.067431e-03
## native_country_hungary -3.902749e-04 -2.459688e-03
## native_country_india 6.808187e-04 -7.019108e-03
## native_country_iran -6.502442e-04 -4.336659e-03
## native_country_ireland 1.019669e-03 -3.477832e-03
## native_country_italy 6.199272e-04 -5.792280e-03
## native_country_jamaica -6.287306e-04 -5.878327e-03
## native_country_japan -7.168705e-05 -5.465092e-03
## native_country_laos -8.064654e-04 -2.656679e-03
## native_country_mexico 1.655747e-03 -1.725021e-02
## native_country_nicaragua 3.300889e-04 -4.015321e-03
## native_country_outlying_us(guam_usvi_etc) -3.200839e-04 -2.719168e-03
## native_country_peru -8.268597e-04 -3.887947e-03
## native_country_philippines 3.107911e-03 -9.724344e-03
## native_country_poland 1.042663e-03 -5.214150e-03
## native_country_portugal -7.967485e-04 -4.562766e-03
## native_country_puerto_rico -1.489825e-03 -7.656096e-03
## native_country_scotland -3.150330e-04 -2.592682e-03
## native_country_south 1.033650e-03 -5.821105e-03
## native_country_taiwan 8.605742e-06 -4.297812e-03
## native_country_thailand 5.566157e-04 -3.121692e-03
## native_country_trinadad&tobago -6.527597e-04 -2.955916e-03
## native_country_united_states -1.919593e-03 -3.473639e-02
## native_country_vietnam -4.349421e-04 -5.278013e-03
## native_country_yugoslavia -3.770808e-04 -2.780249e-03
## PC97 PC98
## l_capital_gain -2.461732e-15 -7.113782e-15
## l_capital_loss -3.132485e-14 4.384626e-15
## age 1.100297e-14 2.105990e-14
## fnlwgt 1.283902e-16 1.474675e-16
## education_num -3.676623e-01 7.115317e-02
## hours_per_week 6.013695e-16 7.024819e-17
## workclass_federal_gov 3.853419e-02 2.338089e-01
## workclass_local_gov 5.610125e-02 3.403983e-01
## workclass_private 9.780295e-02 5.934264e-01
## workclass_self_emp_inc 4.157917e-02 2.522845e-01
## workclass_self_emp_not_inc 6.156541e-02 3.735525e-01
## workclass_state_gov 4.505388e-02 2.733676e-01
## workclass_without_pay 4.783225e-03 2.902256e-02
## education_1st_4th -1.101768e-01 2.575914e-02
## education_5th_6th -1.420134e-01 3.377751e-02
## education_7th_8th -1.722116e-01 4.181326e-02
## education_9th -1.388577e-01 3.457599e-02
## education_10th -1.622590e-01 4.169897e-02
## education_11th -1.590890e-01 4.258242e-02
## education_12th -7.993815e-02 2.259490e-02
## education_assoc_acdm -2.443915e-02 1.612316e-02
## education_assoc_voc -5.703877e-02 2.396155e-02
## education_bachelors 2.932748e-03 2.313126e-02
## education_doctorate 4.795860e-02 -2.360960e-03
## education_hs_grad -2.665429e-01 8.136070e-02
## education_masters 3.479975e-02 7.810535e-03
## education_preschool -6.859167e-02 1.580538e-02
## education_prof_school 3.864528e-02 8.117492e-04
## education_some_college -1.754084e-01 6.019533e-02
## marital_status_divorced -1.108307e-01 -1.580004e-01
## marital_status_married_af_spouse -8.512855e-03 -1.213593e-02
## marital_status_married_civ_spouse -1.596865e-01 -2.276491e-01
## marital_status_married_spouse_absent -3.515253e-02 -5.011347e-02
## marital_status_never_married -1.496776e-01 -2.133805e-01
## marital_status_separated -5.565885e-02 -7.934729e-02
## marital_status_widowed -5.303093e-02 -7.560094e-02
## occupation_adm_clerical 6.609574e-02 -1.662808e-02
## occupation_armed_forces 3.546447e-03 -8.921996e-04
## occupation_craft_repair 6.848164e-02 -1.722831e-02
## occupation_exec_managerial 6.830791e-02 -1.718461e-02
## occupation_farming_fishing 3.586757e-02 -9.023406e-03
## occupation_handlers_cleaners 4.189824e-02 -1.054058e-02
## occupation_machine_op_inspct 4.993714e-02 -1.256297e-02
## occupation_other_service 6.213981e-02 -1.563286e-02
## occupation_priv_house_serv 1.440203e-02 -3.623200e-03
## occupation_prof_specialty 6.842382e-02 -1.721377e-02
## occupation_protective_serv 2.929434e-02 -7.369742e-03
## occupation_sales 6.541209e-02 -1.645609e-02
## occupation_tech_support 3.515709e-02 -8.844667e-03
## occupation_transport_moving 4.443755e-02 -1.117940e-02
## relationship_husband 3.879428e-01 -1.053441e-01
## relationship_not_in_family 3.450983e-01 -9.370983e-02
## relationship_other_relative 1.340496e-01 -3.640053e-02
## relationship_own_child 2.786491e-01 -7.566586e-02
## relationship_unmarried 2.424439e-01 -6.583450e-02
## relationship_wife 1.654751e-01 -4.493398e-02
## race_amer_indian_eskimo 1.384982e-02 1.247750e-04
## race_asian_pac_islander 2.373679e-02 2.138480e-04
## race_black 4.130963e-02 3.721641e-04
## race_other 1.248775e-02 1.125039e-04
## race_white 4.919708e-02 4.432233e-04
## sex_female 2.013354e-03 8.876823e-03
## sex_male 2.013354e-03 8.876823e-03
## native_country_cambodia -9.891490e-03 1.995330e-04
## native_country_canada -2.472917e-02 4.988416e-04
## native_country_china -2.060136e-02 4.155745e-04
## native_country_columbia -1.755548e-02 3.541325e-04
## native_country_cuba -2.234530e-02 4.507536e-04
## native_country_dominican_republic -1.909060e-02 3.850991e-04
## native_country_ecuador -1.271826e-02 2.565551e-04
## native_country_el_salvador -2.348830e-02 4.738104e-04
## native_country_england -2.113982e-02 4.264364e-04
## native_country_france -1.163800e-02 2.347639e-04
## native_country_germany -2.689985e-02 5.426289e-04
## native_country_greece -1.357571e-02 2.738518e-04
## native_country_guatemala -1.797777e-02 3.626510e-04
## native_country_haiti -1.610619e-02 3.248972e-04
## native_country_holand_netherlands -1.940417e-03 3.914246e-05
## native_country_honduras -8.456399e-03 1.705841e-04
## native_country_hong -1.026466e-02 2.070606e-04
## native_country_hungary -8.230945e-03 1.660362e-04
## native_country_india -2.348830e-02 4.738104e-04
## native_country_iran -1.451192e-02 2.927372e-04
## native_country_ireland -1.163800e-02 2.347639e-04
## native_country_italy -1.938292e-02 3.909959e-04
## native_country_jamaica -1.967086e-02 3.968044e-04
## native_country_japan -1.828804e-02 3.689098e-04
## native_country_laos -8.890142e-03 1.793336e-04
## native_country_mexico -5.772499e-02 1.164440e-03
## native_country_nicaragua -1.343662e-02 2.710460e-04
## native_country_outlying_us(guam_usvi_etc) -9.099250e-03 1.835518e-04
## native_country_peru -1.301038e-02 2.624479e-04
## native_country_philippines -3.254093e-02 6.564218e-04
## native_country_poland -1.744830e-02 3.519704e-04
## native_country_portugal -1.526855e-02 3.080001e-04
## native_country_puerto_rico -2.561987e-02 5.168090e-04
## native_country_scotland -8.675986e-03 1.750136e-04
## native_country_south -1.947938e-02 3.929417e-04
## native_country_taiwan -1.438192e-02 2.901149e-04
## native_country_thailand -1.044623e-02 2.107234e-04
## native_country_trinadad&tobago -9.891490e-03 1.995330e-04
## native_country_united_states -1.162396e-01 2.344808e-03
## native_country_vietnam -1.766201e-02 3.562814e-04
## native_country_yugoslavia -9.303650e-03 1.876750e-04
## PC99 PC100
## l_capital_gain -4.779088e-16 0.000000e+00
## l_capital_loss -5.815742e-16 1.614242e-16
## age -1.870187e-15 1.106564e-15
## fnlwgt 9.858096e-17 -6.257349e-16
## education_num -2.653411e-01 9.116624e-02
## hours_per_week -4.358728e-16 -7.971054e-16
## workclass_federal_gov -3.524617e-02 1.253892e-02
## workclass_local_gov -5.131428e-02 1.825519e-02
## workclass_private -8.945768e-02 3.182481e-02
## workclass_self_emp_inc -3.803133e-02 1.352974e-02
## workclass_self_emp_not_inc -5.631220e-02 2.003321e-02
## workclass_state_gov -4.120955e-02 1.466040e-02
## workclass_without_pay -4.375085e-03 1.556448e-03
## education_1st_4th -9.638995e-02 2.644466e-02
## education_5th_6th -1.264299e-01 3.397270e-02
## education_7th_8th -1.565595e-01 4.102850e-02
## education_9th -1.295124e-01 3.291229e-02
## education_10th -1.562682e-01 3.820332e-02
## education_11th -1.596741e-01 3.712207e-02
## education_12th -8.479004e-02 1.841656e-02
## education_assoc_acdm -6.097364e-02 3.813043e-03
## education_assoc_voc -9.031799e-02 1.159489e-02
## education_bachelors -8.802363e-02 -5.400906e-03
## education_doctorate 8.289376e-03 -1.325669e-02
## education_hs_grad -3.056225e-01 6.022008e-02
## education_masters -3.020912e-02 -1.149752e-02
## education_preschool -5.912903e-02 1.650899e-02
## education_prof_school -3.644119e-03 -1.121759e-02
## education_some_college -2.264310e-01 3.831801e-02
## marital_status_divorced -1.174528e-01 2.273024e-02
## marital_status_married_af_spouse -9.021490e-03 1.745898e-03
## marital_status_married_civ_spouse -1.692276e-01 3.275004e-02
## marital_status_married_spouse_absent -3.725286e-02 7.209420e-03
## marital_status_never_married -1.586207e-01 3.069732e-02
## marital_status_separated -5.898441e-02 1.141505e-02
## marital_status_widowed -5.619948e-02 1.087609e-02
## occupation_adm_clerical -1.350077e-01 -1.410923e-02
## occupation_armed_forces -7.244003e-03 -7.570481e-04
## occupation_craft_repair -1.398812e-01 -1.461855e-02
## occupation_exec_managerial -1.395263e-01 -1.458146e-02
## occupation_farming_fishing -7.326341e-02 -7.656530e-03
## occupation_handlers_cleaners -8.558172e-02 -8.943877e-03
## occupation_machine_op_inspct -1.020020e-01 -1.065991e-02
## occupation_other_service -1.269273e-01 -1.326478e-02
## occupation_priv_house_serv -2.941772e-02 -3.074353e-03
## occupation_prof_specialty -1.397631e-01 -1.460620e-02
## occupation_protective_serv -5.983687e-02 -6.253364e-03
## occupation_sales -1.336113e-01 -1.396330e-02
## occupation_tech_support -7.181218e-02 -7.504866e-03
## occupation_transport_moving -9.076852e-02 -9.485934e-03
## relationship_husband -3.176037e-01 1.140607e-01
## relationship_not_in_family -2.825274e-01 1.014638e-01
## relationship_other_relative -1.097446e-01 3.941246e-02
## relationship_own_child -2.281263e-01 8.192677e-02
## relationship_unmarried -1.984856e-01 7.128192e-02
## relationship_wife -1.354723e-01 4.865200e-02
## race_amer_indian_eskimo 2.384996e-02 -1.800194e-03
## race_asian_pac_islander 4.087573e-02 -3.085298e-03
## race_black 7.113687e-02 -5.369408e-03
## race_other 2.150442e-02 -1.623152e-03
## race_white 8.471940e-02 -6.394616e-03
## sex_female -1.614622e-01 -6.762106e-01
## sex_male -1.614622e-01 -6.762106e-01
## native_country_cambodia -8.709047e-03 7.788503e-03
## native_country_canada -2.177301e-02 1.947161e-02
## native_country_china -1.813864e-02 1.622139e-02
## native_country_columbia -1.545687e-02 1.382309e-02
## native_country_cuba -1.967411e-02 1.759456e-02
## native_country_dominican_republic -1.680848e-02 1.503183e-02
## native_country_ecuador -1.119790e-02 1.001428e-02
## native_country_el_salvador -2.068047e-02 1.849455e-02
## native_country_england -1.861273e-02 1.664537e-02
## native_country_france -1.024677e-02 9.163692e-03
## native_country_germany -2.368420e-02 2.118079e-02
## native_country_greece -1.195285e-02 1.068944e-02
## native_country_guatemala -1.582868e-02 1.415559e-02
## native_country_haiti -1.418083e-02 1.268192e-02
## native_country_holand_netherlands -1.708457e-03 1.527873e-03
## native_country_honduras -7.445509e-03 6.658520e-03
## native_country_hong -9.037605e-03 8.082332e-03
## native_country_hungary -7.247006e-03 6.480999e-03
## native_country_india -2.068047e-02 1.849455e-02
## native_country_iran -1.277714e-02 1.142660e-02
## native_country_ireland -1.024677e-02 9.163692e-03
## native_country_italy -1.706586e-02 1.526200e-02
## native_country_jamaica -1.731938e-02 1.548872e-02
## native_country_japan -1.610186e-02 1.439990e-02
## native_country_laos -7.827401e-03 7.000047e-03
## native_country_mexico -5.082446e-02 4.545233e-02
## native_country_nicaragua -1.183038e-02 1.057992e-02
## native_country_outlying_us(guam_usvi_etc) -8.011512e-03 7.164697e-03
## native_country_peru -1.145510e-02 1.024430e-02
## native_country_philippines -2.865094e-02 2.562254e-02
## native_country_poland -1.536250e-02 1.373869e-02
## native_country_portugal -1.344333e-02 1.202237e-02
## native_country_puerto_rico -2.255724e-02 2.017294e-02
## native_country_scotland -7.638846e-03 6.831422e-03
## native_country_south -1.715078e-02 1.533795e-02
## native_country_taiwan -1.266269e-02 1.132425e-02
## native_country_thailand -9.197473e-03 8.225303e-03
## native_country_trinadad&tobago -8.709047e-03 7.788503e-03
## native_country_united_states -1.023442e-01 9.152643e-02
## native_country_vietnam -1.555066e-02 1.390696e-02
## native_country_yugoslavia -8.191478e-03 7.325641e-03
## PC101 PC102
## l_capital_gain 0.000000e+00 0.000000e+00
## l_capital_loss -1.196959e-16 -2.766342e-16
## age 6.536729e-16 -7.426555e-16
## fnlwgt 1.333481e-16 5.818646e-16
## education_num 2.690139e-02 9.593816e-02
## hours_per_week -7.949370e-16 7.285839e-17
## workclass_federal_gov 3.977820e-03 -5.356437e-03
## workclass_local_gov 5.791238e-03 -7.798343e-03
## workclass_private 1.009604e-02 -1.359508e-02
## workclass_self_emp_inc 4.292148e-03 -5.779704e-03
## workclass_self_emp_not_inc 6.355295e-03 -8.557888e-03
## workclass_state_gov 4.650836e-03 -6.262705e-03
## workclass_without_pay 4.937644e-04 -6.648913e-04
## education_1st_4th 2.509379e-02 3.186371e-02
## education_5th_6th 3.455233e-02 4.147464e-02
## education_7th_8th 4.517495e-02 5.089277e-02
## education_9th 3.973119e-02 4.164027e-02
## education_10th 5.140213e-02 4.956741e-02
## education_11th 5.691677e-02 4.979090e-02
## education_12th 3.319944e-02 2.585972e-02
## education_assoc_acdm 4.552653e-02 1.437402e-02
## education_assoc_voc 5.378309e-02 2.395406e-02
## education_bachelors 9.076259e-02 1.586842e-02
## education_doctorate 2.305758e-02 -7.657083e-03
## education_hs_grad 1.338133e-01 9.045180e-02
## education_masters 5.329147e-02 1.128338e-03
## education_preschool 1.473472e-02 1.967478e-02
## education_prof_school 2.899952e-02 -4.265063e-03
## education_some_college 1.136006e-01 6.419469e-02
## marital_status_divorced 2.822876e-02 1.669329e-02
## marital_status_married_af_spouse 2.168238e-03 1.282204e-03
## marital_status_married_civ_spouse 4.067239e-02 2.405193e-02
## marital_status_married_spouse_absent 8.953405e-03 5.294663e-03
## marital_status_never_married 3.812311e-02 2.254439e-02
## marital_status_separated 1.417639e-02 8.383318e-03
## marital_status_widowed 1.350706e-02 7.987503e-03
## occupation_adm_clerical -2.954113e-01 9.318189e-02
## occupation_armed_forces -1.585065e-02 4.999787e-03
## occupation_craft_repair -3.060750e-01 9.654554e-02
## occupation_exec_managerial -3.052985e-01 9.630062e-02
## occupation_farming_fishing -1.603082e-01 5.056617e-02
## occupation_handlers_cleaners -1.872619e-01 5.906822e-02
## occupation_machine_op_inspct -2.231913e-01 7.040147e-02
## occupation_other_service -2.777305e-01 8.760482e-02
## occupation_priv_house_serv -6.436910e-02 2.030401e-02
## occupation_prof_specialty -3.058165e-01 9.646402e-02
## occupation_protective_serv -1.309295e-01 4.129921e-02
## occupation_sales -2.923558e-01 9.221808e-02
## occupation_tech_support -1.571327e-01 4.956453e-02
## occupation_transport_moving -1.986112e-01 6.264813e-02
## relationship_husband 2.064931e-01 -6.470158e-02
## relationship_not_in_family 1.836880e-01 -5.755592e-02
## relationship_other_relative 7.135153e-02 -2.235695e-02
## relationship_own_child 1.483186e-01 -4.647344e-02
## relationship_unmarried 1.290473e-01 -4.043508e-02
## relationship_wife 8.807860e-02 -2.759813e-02
## race_amer_indian_eskimo 6.933644e-04 -5.456854e-03
## race_asian_pac_islander 1.188336e-03 -9.352336e-03
## race_black 2.068086e-03 -1.627606e-02
## race_other 6.251749e-04 -4.920194e-03
## race_white 2.462956e-03 -1.938373e-02
## sex_female 7.301720e-02 -9.391689e-02
## sex_male 7.301720e-02 -9.391689e-02
## native_country_cambodia -1.543629e-02 -5.458597e-02
## native_country_canada -3.859142e-02 -1.364674e-01
## native_country_china -3.214970e-02 -1.136882e-01
## native_country_columbia -2.739642e-02 -9.687954e-02
## native_country_cuba -3.487123e-02 -1.233120e-01
## native_country_dominican_republic -2.979207e-02 -1.053510e-01
## native_country_ecuador -1.984763e-02 -7.018542e-02
## native_country_el_salvador -3.665495e-02 -1.296197e-01
## native_country_england -3.299000e-02 -1.166596e-01
## native_country_france -1.816182e-02 -6.422403e-02
## native_country_germany -4.197889e-02 -1.484462e-01
## native_country_greece -2.118574e-02 -7.491726e-02
## native_country_guatemala -2.805543e-02 -9.920993e-02
## native_country_haiti -2.513472e-02 -8.888168e-02
## native_country_holand_netherlands -3.028142e-03 -1.070815e-02
## native_country_honduras -1.319674e-02 -4.666646e-02
## native_country_hong -1.601864e-02 -5.664529e-02
## native_country_hungary -1.284490e-02 -4.542229e-02
## native_country_india -3.665495e-02 -1.296197e-01
## native_country_iran -2.264675e-02 -8.008372e-02
## native_country_ireland -1.816182e-02 -6.422403e-02
## native_country_italy -3.024825e-02 -1.069642e-01
## native_country_jamaica -3.069760e-02 -1.085532e-01
## native_country_japan -2.853962e-02 -1.009221e-01
## native_country_laos -1.387362e-02 -4.906006e-02
## native_country_mexico -9.008345e-02 -3.185541e-01
## native_country_nicaragua -2.096868e-02 -7.414968e-02
## native_country_outlying_us(guam_usvi_etc) -1.419995e-02 -5.021401e-02
## native_country_peru -2.030351e-02 -7.179750e-02
## native_country_philippines -5.078215e-02 -1.795764e-01
## native_country_poland -2.722916e-02 -9.628807e-02
## native_country_portugal -2.382753e-02 -8.425917e-02
## native_country_puerto_rico -3.998141e-02 -1.413827e-01
## native_country_scotland -1.353942e-02 -4.787824e-02
## native_country_south -3.039878e-02 -1.074965e-01
## native_country_taiwan -2.244389e-02 -7.936634e-02
## native_country_thailand -1.630199e-02 -5.764730e-02
## native_country_trinadad&tobago -1.543629e-02 -5.458597e-02
## native_country_united_states -1.813992e-01 -6.414660e-01
## native_country_vietnam -2.756266e-02 -9.746740e-02
## native_country_yugoslavia -1.451893e-02 -5.134199e-02
## PC103 PC104
## l_capital_gain -3.415612e-16 0.000000e+00
## l_capital_loss -4.086849e-16 -2.569288e-16
## age -9.216173e-16 -4.178401e-17
## fnlwgt 4.148781e-16 3.192318e-16
## education_num -5.138138e-01 1.163433e-01
## hours_per_week -4.342370e-16 4.024558e-16
## workclass_federal_gov 1.368991e-03 -1.559536e-03
## workclass_local_gov 1.993090e-03 -2.270502e-03
## workclass_private 3.474613e-03 -3.958232e-03
## workclass_self_emp_inc 1.477169e-03 -1.682771e-03
## workclass_self_emp_not_inc 2.187214e-03 -2.491644e-03
## workclass_state_gov 1.600614e-03 -1.823398e-03
## workclass_without_pay 1.699321e-04 -1.935843e-04
## education_1st_4th -6.394822e-02 2.863444e-02
## education_5th_6th -7.075911e-02 3.610121e-02
## education_7th_8th -6.849365e-02 4.257986e-02
## education_9th -3.775517e-02 3.312386e-02
## education_10th -1.782139e-02 3.688635e-02
## education_11th 1.698271e-02 3.378128e-02
## education_12th 3.284827e-02 1.529158e-02
## education_assoc_acdm 1.970284e-01 -8.264825e-03
## education_assoc_voc 1.825031e-01 -9.654580e-05
## education_bachelors 4.849656e-01 -3.420516e-02
## education_doctorate 2.074430e-01 -2.489345e-02
## education_hs_grad 2.317005e-01 4.253307e-02
## education_masters 3.437679e-01 -3.143606e-02
## education_preschool -4.450346e-02 1.815134e-02
## education_prof_school 2.222323e-01 -2.387049e-02
## education_some_college 2.874719e-01 1.864864e-02
## marital_status_divorced 5.005016e-02 8.592248e-03
## marital_status_married_af_spouse 3.844329e-03 6.599663e-04
## marital_status_married_civ_spouse 7.211296e-02 1.237983e-02
## marital_status_married_spouse_absent 1.587457e-02 2.725230e-03
## marital_status_never_married 6.759304e-02 1.160388e-02
## marital_status_separated 2.513503e-02 4.314999e-03
## marital_status_widowed 2.394829e-02 4.111268e-03
## occupation_adm_clerical 2.598486e-02 1.346362e-02
## occupation_armed_forces 1.394249e-03 7.224066e-04
## occupation_craft_repair 2.692286e-02 1.394962e-02
## occupation_exec_managerial 2.685456e-02 1.391423e-02
## occupation_farming_fishing 1.410097e-02 7.306177e-03
## occupation_handlers_cleaners 1.647187e-02 8.534617e-03
## occupation_machine_op_inspct 1.963228e-02 1.017213e-02
## occupation_other_service 2.442963e-02 1.265780e-02
## occupation_priv_house_serv 5.662012e-03 2.933675e-03
## occupation_prof_specialty 2.690013e-02 1.393784e-02
## occupation_protective_serv 1.151677e-02 5.967219e-03
## occupation_sales 2.571610e-02 1.332436e-02
## occupation_tech_support 1.382165e-02 7.161454e-03
## occupation_transport_moving 1.747017e-02 9.051871e-03
## relationship_husband -9.610834e-02 2.048453e-02
## relationship_not_in_family -8.549410e-02 1.822221e-02
## relationship_other_relative -3.320922e-02 7.078215e-03
## relationship_own_child -6.903208e-02 1.471350e-02
## relationship_unmarried -6.006265e-02 1.280176e-02
## relationship_wife -4.099453e-02 8.737574e-03
## race_amer_indian_eskimo 1.882228e-02 1.920879e-01
## race_asian_pac_islander 3.225894e-02 3.292136e-01
## race_black 5.614089e-02 5.729372e-01
## race_other 1.697119e-02 1.731968e-01
## race_white 6.686015e-02 6.823310e-01
## sex_female -4.692057e-02 1.524408e-02
## sex_male -4.692057e-02 1.524408e-02
## native_country_cambodia 2.679718e-03 1.908332e-04
## native_country_canada 6.699416e-03 4.770918e-04
## native_country_china 5.581144e-03 3.974552e-04
## native_country_columbia 4.755981e-03 3.386921e-04
## native_country_cuba 6.053597e-03 4.311005e-04
## native_country_dominican_republic 5.171861e-03 3.683086e-04
## native_country_ecuador 3.445521e-03 2.453691e-04
## native_country_el_salvador 6.363249e-03 4.531520e-04
## native_country_england 5.727019e-03 4.078435e-04
## native_country_france 3.152867e-03 2.245280e-04
## native_country_germany 7.287477e-03 5.189699e-04
## native_country_greece 3.677815e-03 2.619117e-04
## native_country_guatemala 4.870383e-03 3.468392e-04
## native_country_haiti 4.363352e-03 3.107315e-04
## native_country_holand_netherlands 5.256812e-04 3.743583e-05
## native_country_honduras 2.290935e-03 1.631465e-04
## native_country_hong 2.780813e-03 1.980326e-04
## native_country_hungary 2.229857e-03 1.587969e-04
## native_country_india 6.363249e-03 4.531520e-04
## native_country_iran 3.931445e-03 2.799737e-04
## native_country_ireland 3.152867e-03 2.245280e-04
## native_country_italy 5.251055e-03 3.739483e-04
## native_country_jamaica 5.329062e-03 3.795034e-04
## native_country_japan 4.954439e-03 3.528251e-04
## native_country_laos 2.408441e-03 1.715146e-04
## native_country_mexico 1.563836e-02 1.113669e-03
## native_country_nicaragua 3.640133e-03 2.592282e-04
## native_country_outlying_us(guam_usvi_etc) 2.465091e-03 1.755488e-04
## native_country_peru 3.524661e-03 2.510050e-04
## native_country_philippines 8.815710e-03 6.278014e-04
## native_country_poland 4.726944e-03 3.366243e-04
## native_country_portugal 4.136426e-03 2.945711e-04
## native_country_puerto_rico 6.940717e-03 4.942758e-04
## native_country_scotland 2.350424e-03 1.673829e-04
## native_country_south 5.277186e-03 3.758092e-04
## native_country_taiwan 3.896228e-03 2.774657e-04
## native_country_thailand 2.830004e-03 2.015357e-04
## native_country_trinadad&tobago 2.679718e-03 1.908332e-04
## native_country_united_states 3.149065e-02 2.242573e-03
## native_country_vietnam 4.784840e-03 3.407473e-04
## native_country_yugoslavia 2.520465e-03 1.794922e-04We need 37 principal components to explain half of the variation of the data.
Visualizing Principle Components’ Ability to Explain Variation
Looking at at the plot below, we can see a visual ranking of how much of the variation each component captures. Each component is ranked according to its Eigenvalue. The eigenvalue is a measure of the proportion of variance explain by that component.
The scree plot helps us select a cut off point for determining how we can explain the most variation with the fewest components as possible. We evaluate the slope of the line connecting the components, and find the point when the absolute value of the slope becomes small, and each component following continues that trend. The ‘elbow’ in the plot below is at PC2. The components after PC2 do much less for us in accounting for the variance the income dataset.
screeplot(pr_income, type = "lines")
#elbow is around pc5Interpretation of the Top 5 Principal Components
We will look at the factor loadings for each component to determine what each component is telling us about the data.
We can interpret factor loadings as coefficients of our linear combination for each feature within the principal component. They tell us the relative (transformed) value of each original feature. For example, a factor loading of -.75 for age would mean that this component contains the observations of younger people.
pr_income$rotation## PC1 PC2
## l_capital_gain 0.0923616373 -0.0833515110
## l_capital_loss 0.0530995976 -0.0493572286
## age 0.1853674765 -0.0911942803
## fnlwgt -0.0239205908 0.0658778820
## education_num 0.1055916471 -0.4563050495
## hours_per_week 0.1864459077 -0.0537816659
## workclass_federal_gov 0.0149967479 -0.0755687475
## workclass_local_gov 0.0196473848 -0.1414389509
## workclass_private -0.1328370723 0.2129175334
## workclass_self_emp_inc 0.0975852137 -0.0697493441
## workclass_self_emp_not_inc 0.1128219480 -0.0269005082
## workclass_state_gov 0.0066575696 -0.1208953689
## workclass_without_pay 0.0017429150 0.0054323075
## education_1st_4th -0.0077466330 0.1138791690
## education_5th_6th -0.0085449120 0.1524216974
## education_7th_8th 0.0120930651 0.1166632733
## education_9th -0.0100710347 0.1014521959
## education_10th -0.0245059490 0.0983568901
## education_11th -0.0515085210 0.1022695407
## education_12th -0.0279129368 0.0547626026
## education_assoc_acdm -0.0047882352 -0.0582891538
## education_assoc_voc 0.0088942449 -0.0301976281
## education_bachelors 0.0589956471 -0.2274957918
## education_doctorate 0.0507954289 -0.1081514592
## education_hs_grad -0.0185114613 0.1728435255
## education_masters 0.0599554134 -0.1922344184
## education_preschool -0.0124384115 0.0628771029
## education_prof_school 0.0681766955 -0.1144658227
## education_some_college -0.0587767414 -0.0080668994
## marital_status_divorced -0.1229730733 -0.1212454677
## marital_status_married_af_spouse -0.0043516790 -0.0083834214
## marital_status_married_civ_spouse 0.3981202888 0.0649621466
## marital_status_married_spouse_absent -0.0355527574 0.0260144023
## marital_status_never_married -0.2761117524 0.0268813273
## marital_status_separated -0.0704950778 0.0045678594
## marital_status_widowed -0.0642454344 -0.0387835609
## occupation_adm_clerical -0.1358354490 -0.0758452608
## occupation_armed_forces 0.0024957793 -0.0043807938
## occupation_craft_repair 0.0914171417 0.1594395771
## occupation_exec_managerial 0.0848952872 -0.1347854195
## occupation_farming_fishing 0.0518844605 0.0754341349
## occupation_handlers_cleaners -0.0288702538 0.1270228999
## occupation_machine_op_inspct -0.0139063738 0.1335980890
## occupation_other_service -0.1408680277 0.0849964512
## occupation_priv_house_serv -0.0476215810 0.0338846569
## occupation_prof_specialty 0.0603022796 -0.2830253069
## occupation_protective_serv 0.0305975866 -0.0203444843
## occupation_sales -0.0074659076 -0.0051825731
## occupation_tech_support -0.0124732920 -0.0364552810
## occupation_transport_moving 0.0516851745 0.0996966439
## relationship_husband 0.4156261849 0.1004001720
## relationship_not_in_family -0.1707135408 -0.1280863026
## relationship_other_relative -0.0642586429 0.0855417727
## relationship_own_child -0.1861950216 0.0880259224
## relationship_unmarried -0.1543841504 -0.0610359720
## relationship_wife -0.0265891363 -0.0963561853
## race_amer_indian_eskimo -0.0188167076 0.0074857919
## race_asian_pac_islander -0.0113370723 0.0069586964
## race_black -0.1160219471 0.0292507462
## race_other -0.0218731549 0.0647881482
## race_white 0.1137401498 -0.0464712430
## sex_female -0.3322547356 -0.1951307915
## sex_male 0.3322547356 0.1951307915
## native_country_cambodia 0.0004783866 0.0167504721
## native_country_canada 0.0056032390 0.0010622037
## native_country_china 0.0054404006 0.0027751960
## native_country_columbia -0.0059618317 0.0233512085
## native_country_cuba 0.0026257865 0.0181456350
## native_country_dominican_republic -0.0156614861 0.0460344739
## native_country_ecuador -0.0032705280 0.0217814825
## native_country_el_salvador -0.0167053030 0.0666134212
## native_country_england 0.0019141785 -0.0058432987
## native_country_france 0.0023600144 -0.0093651059
## native_country_germany 0.0002439760 -0.0041492254
## native_country_greece 0.0119203794 0.0097316083
## native_country_guatemala -0.0135834834 0.0549139699
## native_country_haiti -0.0152902195 0.0304057513
## native_country_holand_netherlands -0.0030283742 0.0021339889
## native_country_honduras -0.0085537986 0.0103195675
## native_country_hong -0.0006233228 0.0062208372
## native_country_hungary 0.0023019774 -0.0027161385
## native_country_india 0.0113017134 -0.0088884361
## native_country_iran 0.0080651747 -0.0049324866
## native_country_ireland -0.0008301876 0.0105095247
## native_country_italy 0.0104546112 0.0274750743
## native_country_jamaica -0.0230944775 0.0188583009
## native_country_japan 0.0005519016 -0.0001060402
## native_country_laos -0.0028236900 0.0167889821
## native_country_mexico -0.0122120177 0.1975026802
## native_country_nicaragua -0.0100998805 0.0217153223
## native_country_outlying_us(guam_usvi_etc) -0.0073895996 0.0049598612
## native_country_peru -0.0061814773 0.0150650521
## native_country_philippines -0.0121562320 0.0153244442
## native_country_poland 0.0026029353 0.0167773128
## native_country_portugal 0.0036737412 0.0388595727
## native_country_puerto_rico -0.0139562390 0.0414105167
## native_country_scotland -0.0010188285 0.0033853745
## native_country_south -0.0015780969 0.0042826443
## native_country_taiwan 0.0064338063 -0.0158697767
## native_country_thailand -0.0033003576 0.0026302725
## native_country_trinadad&tobago -0.0066641722 0.0116690975
## native_country_united_states 0.0220716776 -0.1808391289
## native_country_vietnam -0.0102348524 0.0242555472
## native_country_yugoslavia 0.0042718308 0.0117966113
## PC3 PC4
## l_capital_gain 0.0303884027 -3.386540e-03
## l_capital_loss 0.0128347124 1.074755e-02
## age 0.1454686607 -3.517357e-01
## fnlwgt 0.0273898842 4.004561e-02
## education_num 0.0212320287 2.294444e-01
## hours_per_week 0.0254043615 -3.026946e-02
## workclass_federal_gov 0.0471035038 -3.680629e-02
## workclass_local_gov 0.0570286187 -5.683337e-02
## workclass_private -0.0914073708 1.010417e-01
## workclass_self_emp_inc 0.0217946703 -4.437984e-03
## workclass_self_emp_not_inc 0.0161289731 -8.956924e-02
## workclass_state_gov 0.0450188872 1.053917e-02
## workclass_without_pay -0.0004239066 -1.074393e-02
## education_1st_4th 0.0913004231 -3.667908e-02
## education_5th_6th 0.1184839358 -3.161216e-02
## education_7th_8th 0.0395150138 -1.090738e-01
## education_9th 0.0277422792 -4.939667e-02
## education_10th -0.0166061729 -4.610474e-02
## education_11th -0.0426924845 3.409164e-02
## education_12th -0.0129058714 3.366340e-02
## education_assoc_acdm 0.0048251142 1.110035e-02
## education_assoc_voc -0.0079100711 -1.571119e-02
## education_bachelors 0.0380129198 1.849031e-01
## education_doctorate 0.0609462304 5.556331e-02
## education_hs_grad -0.0693993002 -1.912450e-01
## education_masters 0.0727424436 5.176394e-02
## education_preschool 0.0526734108 -3.198341e-03
## education_prof_school 0.0546005863 6.119576e-02
## education_some_college -0.0680513041 4.774116e-02
## marital_status_divorced 0.0173092076 -2.545454e-01
## marital_status_married_af_spouse 0.0008945471 -8.596672e-03
## marital_status_married_civ_spouse 0.0634366832 -6.099669e-02
## marital_status_married_spouse_absent 0.0936945434 -2.020940e-02
## marital_status_never_married -0.1448374549 3.741193e-01
## marital_status_separated 0.0557007444 -1.094124e-01
## marital_status_widowed 0.0608907329 -2.106715e-01
## occupation_adm_clerical 0.0131665812 -8.938087e-02
## occupation_armed_forces -0.0028345751 7.898796e-03
## occupation_craft_repair -0.0644293346 -3.315162e-02
## occupation_exec_managerial 0.0162855264 4.105288e-04
## occupation_farming_fishing -0.0034064280 -4.219677e-02
## occupation_handlers_cleaners -0.0455916460 7.997599e-02
## occupation_machine_op_inspct 0.0166780875 -4.908548e-02
## occupation_other_service 0.0280135404 -2.951992e-02
## occupation_priv_house_serv 0.0531126085 -6.224593e-02
## occupation_prof_specialty 0.1000240412 1.300278e-01
## occupation_protective_serv 0.0063840388 -7.139393e-03
## occupation_sales -0.0631862698 6.112309e-02
## occupation_tech_support -0.0062951607 2.549120e-02
## occupation_transport_moving -0.0347259315 -4.760976e-02
## relationship_husband 0.0219347581 -1.510983e-02
## relationship_not_in_family -0.0406562550 2.067734e-02
## relationship_other_relative 0.0785991827 3.433541e-02
## relationship_own_child -0.1611805709 2.900419e-01
## relationship_unmarried 0.1082431434 -2.772337e-01
## relationship_wife 0.0825182975 -1.177394e-01
## race_amer_indian_eskimo 0.0390876832 -2.002601e-02
## race_asian_pac_islander 0.3999410197 2.195424e-01
## race_black 0.1618317095 -6.633706e-02
## race_other 0.1134527791 1.735254e-02
## race_white -0.3686530031 -4.899095e-02
## sex_female 0.0816658253 -2.017659e-01
## sex_male -0.0816658253 2.017659e-01
## native_country_cambodia 0.0627316512 3.135264e-02
## native_country_canada 0.0480031818 1.194470e-02
## native_country_china 0.1533105044 7.314487e-02
## native_country_columbia 0.0386201602 9.257474e-05
## native_country_cuba 0.0505994883 -5.778691e-03
## native_country_dominican_republic 0.0625112995 -5.199056e-03
## native_country_ecuador 0.0372706200 3.482399e-03
## native_country_el_salvador 0.0543236078 7.983257e-03
## native_country_england 0.0461094051 1.581032e-02
## native_country_france 0.0287200677 1.163734e-02
## native_country_germany 0.0552012763 1.654213e-02
## native_country_greece 0.0258284110 3.430235e-04
## native_country_guatemala 0.0424181465 5.868698e-03
## native_country_haiti 0.0710846830 -2.965177e-03
## native_country_holand_netherlands 0.0034742272 3.215472e-03
## native_country_honduras 0.0252088267 -5.849736e-03
## native_country_hong 0.0648003310 3.445975e-02
## native_country_hungary 0.0172234288 -8.297612e-05
## native_country_india 0.1562751156 1.024999e-01
## native_country_iran 0.0457407614 2.685130e-02
## native_country_ireland 0.0168925967 1.340362e-02
## native_country_italy 0.0414802415 -6.801825e-03
## native_country_jamaica 0.0801472199 3.767719e-03
## native_country_japan 0.0919967710 4.640299e-02
## native_country_laos 0.0635022235 2.666032e-02
## native_country_mexico 0.1447061477 6.009948e-03
## native_country_nicaragua 0.0323788025 4.340955e-03
## native_country_outlying_us(guam_usvi_etc) 0.0271332877 9.135627e-03
## native_country_peru 0.0241833481 1.019124e-02
## native_country_philippines 0.2241991282 1.125750e-01
## native_country_poland 0.0318952533 7.754912e-03
## native_country_portugal 0.0294698934 -1.432587e-02
## native_country_puerto_rico 0.0682942707 -1.118464e-02
## native_country_scotland 0.0179760469 -9.220117e-04
## native_country_south 0.1345997136 6.171110e-02
## native_country_taiwan 0.1017854847 7.421035e-02
## native_country_thailand 0.0674200428 2.536192e-02
## native_country_trinadad&tobago 0.0471646393 -1.551803e-03
## native_country_united_states -0.4469847449 -1.284903e-01
## native_country_vietnam 0.1156761988 6.343854e-02
## native_country_yugoslavia 0.0155524260 4.891359e-04
## PC5 PC6
## l_capital_gain 0.0270877253 -0.0459481952
## l_capital_loss 0.0136751337 -0.0246687020
## age 0.0439684568 0.0084423622
## fnlwgt -0.0002335946 0.0512054820
## education_num -0.0013802695 -0.0953721967
## hours_per_week 0.0311602104 0.0304886754
## workclass_federal_gov -0.0973400297 0.1092937931
## workclass_local_gov -0.0765566299 0.2804011379
## workclass_private 0.0719939579 -0.4941111083
## workclass_self_emp_inc 0.0256675705 0.0609881028
## workclass_self_emp_not_inc 0.0351270633 0.2839228221
## workclass_state_gov -0.0485086024 0.1838417367
## workclass_without_pay -0.0083056781 0.0177038122
## education_1st_4th 0.1607635878 0.0677208259
## education_5th_6th 0.2014791639 0.0784300680
## education_7th_8th 0.0577964797 0.0815121963
## education_9th 0.0360602365 0.0468042741
## education_10th -0.0133373363 0.0459961603
## education_11th -0.0290910862 0.0337045136
## education_12th -0.0088479942 0.0300024296
## education_assoc_acdm -0.0049001406 -0.0265109492
## education_assoc_voc 0.0022311520 -0.0339392553
## education_bachelors 0.0951309833 -0.0855972628
## education_doctorate 0.0442869518 0.0351005809
## education_hs_grad -0.1467543255 -0.0439102912
## education_masters 0.0628575579 0.0538565132
## education_preschool 0.0640947458 0.0565892310
## education_prof_school 0.0458132231 0.0576503200
## education_some_college -0.0695828665 -0.0191218108
## marital_status_divorced 0.0759317502 0.0307120342
## marital_status_married_af_spouse -0.0018205933 -0.0397934983
## marital_status_married_civ_spouse -0.0825857270 -0.2106067715
## marital_status_married_spouse_absent 0.0735967011 0.0500554397
## marital_status_never_married 0.0085493448 0.1728884781
## marital_status_separated -0.0387638329 0.0283144606
## marital_status_widowed 0.0580518310 0.0255118024
## occupation_adm_clerical -0.0631755256 -0.1026074103
## occupation_armed_forces -0.0178787459 0.0393275147
## occupation_craft_repair -0.0395527622 0.0177672372
## occupation_exec_managerial 0.0546418806 -0.0889236476
## occupation_farming_fishing 0.0648587343 0.2274674843
## occupation_handlers_cleaners -0.0179288263 0.0412654801
## occupation_machine_op_inspct -0.0036074622 -0.0859877953
## occupation_other_service -0.0245248503 0.0525819001
## occupation_priv_house_serv 0.0889290992 -0.0068491416
## occupation_prof_specialty 0.1066519568 0.1054047524
## occupation_protective_serv -0.1054776305 0.1964313579
## occupation_sales 0.0265885963 -0.1360247375
## occupation_tech_support -0.0080800128 -0.0639493983
## occupation_transport_moving -0.0809982036 0.0206323869
## relationship_husband -0.0912566577 -0.0976252950
## relationship_not_in_family 0.1864306173 0.1916648993
## relationship_other_relative 0.0393665055 0.0352086641
## relationship_own_child -0.0937545890 0.0542099271
## relationship_unmarried -0.0432328224 -0.0133601126
## relationship_wife 0.0144709269 -0.2710763390
## race_amer_indian_eskimo -0.1239506167 0.0536462483
## race_asian_pac_islander -0.1132663517 -0.1258730645
## race_black -0.4510220886 0.1085686058
## race_other 0.0346932030 0.0431643719
## race_white 0.4594497636 -0.0564895787
## sex_female 0.0651499868 -0.1633343998
## sex_male -0.0651499868 0.1633343998
## native_country_cambodia -0.0131082584 -0.0180734125
## native_country_canada 0.0848262745 -0.0028072352
## native_country_china -0.0238035409 -0.0449573431
## native_country_columbia 0.0577562154 0.0014308318
## native_country_cuba 0.0780296162 0.0096589807
## native_country_dominican_republic 0.0488163203 0.0136104897
## native_country_ecuador 0.0352187154 -0.0008637795
## native_country_el_salvador 0.1159595944 0.0288585358
## native_country_england 0.0709429446 -0.0064786669
## native_country_france 0.0439839411 0.0044232342
## native_country_germany 0.0767117953 -0.0108920389
## native_country_greece 0.0412125149 -0.0021063967
## native_country_guatemala 0.0925049762 0.0346417150
## native_country_haiti -0.0574353826 0.0337109203
## native_country_holand_netherlands 0.0082286273 -0.0056054325
## native_country_honduras 0.0288745643 0.0125200337
## native_country_hong -0.0071096437 -0.0262488700
## native_country_hungary 0.0358393224 0.0053932207
## native_country_india -0.0186841338 -0.0220420119
## native_country_iran 0.0353542618 -0.0006638019
## native_country_ireland 0.0417452658 -0.0006805747
## native_country_italy 0.0745044581 0.0000268455
## native_country_jamaica -0.0695813162 0.0214893855
## native_country_japan 0.0027440819 -0.0349299572
## native_country_laos -0.0108729012 -0.0312608269
## native_country_mexico 0.2976134341 0.1119849717
## native_country_nicaragua 0.0368249557 -0.0011308990
## native_country_outlying_us(guam_usvi_etc) 0.0031703201 0.0009436581
## native_country_peru 0.0362901492 -0.0084267392
## native_country_philippines -0.0462116257 -0.0895641803
## native_country_poland 0.0581681317 -0.0074964594
## native_country_portugal 0.0518526138 0.0012242666
## native_country_puerto_rico 0.0634874281 0.0140777447
## native_country_scotland 0.0260347036 -0.0058088405
## native_country_south -0.0331430264 -0.0364040210
## native_country_taiwan -0.0142685490 -0.0293477475
## native_country_thailand -0.0070737413 -0.0151060595
## native_country_trinadad&tobago -0.0348633200 0.0040525569
## native_country_united_states -0.2889664061 -0.0105724562
## native_country_vietnam -0.0301736308 -0.0399685583
## native_country_yugoslavia 0.0299445734 -0.0044159271
## PC7 PC8
## l_capital_gain 1.461577e-02 -0.0596276001
## l_capital_loss 1.159534e-02 -0.0230599625
## age 9.063046e-02 0.0457591337
## fnlwgt 7.258403e-03 -0.2591168360
## education_num 8.049265e-02 -0.0967632241
## hours_per_week 2.402624e-01 -0.0285513179
## workclass_federal_gov -3.699179e-02 0.0232278754
## workclass_local_gov -1.744629e-01 -0.0819685541
## workclass_private 2.302945e-01 -0.1932054102
## workclass_self_emp_inc -1.705877e-02 0.0799746731
## workclass_self_emp_not_inc -8.885885e-02 0.3048228536
## workclass_state_gov -1.101298e-01 0.0061076115
## workclass_without_pay -3.527879e-02 0.0486145209
## education_1st_4th -4.671867e-02 -0.0848184595
## education_5th_6th -6.576766e-02 -0.1173800729
## education_7th_8th -4.037090e-02 0.0394357279
## education_9th -2.963678e-02 -0.0484102574
## education_10th -3.043756e-02 0.0035236171
## education_11th -7.981744e-02 -0.0006599284
## education_12th -4.283567e-02 -0.0272762573
## education_assoc_acdm 9.411983e-03 -0.0296666539
## education_assoc_voc 2.295716e-02 0.0008818499
## education_bachelors 5.578829e-02 -0.1184874979
## education_doctorate 1.158940e-02 -0.0533291822
## education_hs_grad 1.548549e-01 0.1675834550
## education_masters -1.457926e-03 -0.1154877952
## education_preschool -1.790912e-02 -0.0166975962
## education_prof_school -1.624397e-03 -0.0326748921
## education_some_college -1.365889e-01 0.0695541418
## marital_status_divorced 3.122892e-01 0.0647845227
## marital_status_married_af_spouse -5.160274e-02 0.0137118808
## marital_status_married_civ_spouse -2.447747e-01 -0.0577399546
## marital_status_married_spouse_absent 5.572929e-02 -0.0137891538
## marital_status_never_married -1.622950e-02 0.0237783813
## marital_status_separated 7.155245e-02 -0.1020075958
## marital_status_widowed 2.645413e-02 0.0853596663
## occupation_adm_clerical -1.208294e-01 0.0785517298
## occupation_armed_forces -6.016478e-03 0.0059494545
## occupation_craft_repair 1.207406e-01 0.0966388084
## occupation_exec_managerial 8.043937e-02 -0.0350553576
## occupation_farming_fishing -6.257910e-02 0.1900354030
## occupation_handlers_cleaners 2.239867e-02 -0.0675976031
## occupation_machine_op_inspct 8.208703e-02 -0.0945094319
## occupation_other_service -1.187301e-01 0.0314640415
## occupation_priv_house_serv -2.417833e-02 -0.0646277023
## occupation_prof_specialty -5.130743e-02 -0.1835771308
## occupation_protective_serv -8.290101e-02 -0.0451626670
## occupation_sales 6.935706e-03 0.0911096854
## occupation_tech_support 2.955749e-02 -0.0238808590
## occupation_transport_moving 8.154860e-02 -0.0216314878
## relationship_husband -7.774972e-02 -0.0563783121
## relationship_not_in_family 4.107414e-01 0.0394497698
## relationship_other_relative -2.597704e-02 -0.0407488914
## relationship_own_child -2.318223e-01 0.0916124525
## relationship_unmarried 8.515900e-02 -0.0447112511
## relationship_wife -3.876759e-01 -0.0058490612
## race_amer_indian_eskimo 1.014830e-02 0.0007363064
## race_asian_pac_islander 8.873153e-02 0.3738545214
## race_black 5.958125e-02 -0.3364640731
## race_other -9.402492e-03 -0.1554375925
## race_white -9.331076e-02 0.1413897939
## sex_female -1.959315e-01 0.0308299870
## sex_male 1.959315e-01 -0.0308299870
## native_country_cambodia 2.862334e-02 0.0620651947
## native_country_canada -1.056602e-02 0.0021070350
## native_country_china 3.149395e-02 0.1130380826
## native_country_columbia 4.269087e-03 -0.0237969017
## native_country_cuba -2.184810e-02 -0.0228758939
## native_country_dominican_republic -6.983948e-03 -0.0774938140
## native_country_ecuador 5.973213e-05 -0.0425588927
## native_country_el_salvador -5.114608e-02 -0.0616465816
## native_country_england 1.252013e-02 -0.0210683328
## native_country_france 9.205108e-03 -0.0191742258
## native_country_germany -1.308466e-02 -0.0141271993
## native_country_greece -3.822301e-03 0.0238893115
## native_country_guatemala -1.297724e-02 -0.0511546290
## native_country_haiti -5.708075e-04 -0.1056775053
## native_country_holand_netherlands -4.213214e-03 -0.0012485693
## native_country_honduras -8.245219e-03 -0.0237855012
## native_country_hong 7.463368e-03 0.0434890829
## native_country_hungary 7.405633e-03 0.0094070172
## native_country_india 4.630233e-02 0.0870723448
## native_country_iran 8.429469e-03 -0.0079638089
## native_country_ireland 2.864982e-02 0.0097294532
## native_country_italy -3.068963e-02 -0.0025121310
## native_country_jamaica 1.569085e-02 -0.1282373005
## native_country_japan 3.009013e-02 0.0614915148
## native_country_laos 1.221682e-02 0.0564845369
## native_country_mexico -8.497775e-02 -0.1736658560
## native_country_nicaragua -2.594250e-02 -0.0327346859
## native_country_outlying_us(guam_usvi_etc) 1.859955e-02 -0.0107981901
## native_country_peru -1.021469e-02 -0.0254853142
## native_country_philippines 2.863146e-02 0.2164995911
## native_country_poland 3.776681e-03 -0.0010409702
## native_country_portugal -1.470834e-02 0.0117986071
## native_country_puerto_rico -1.806725e-02 -0.0482173685
## native_country_scotland -2.723135e-03 -0.0052933195
## native_country_south 3.323228e-02 0.1782322248
## native_country_taiwan 1.894670e-02 0.0623219621
## native_country_thailand 1.811243e-02 0.0662066479
## native_country_trinadad&tobago -6.144483e-03 -0.0421298093
## native_country_united_states 2.444018e-02 0.0102805152
## native_country_vietnam 2.728743e-02 0.1372596161
## native_country_yugoslavia -6.952497e-03 0.0039279676
## PC9 PC10
## l_capital_gain 0.0136005700 -0.1066072615
## l_capital_loss -0.0010809409 -0.0204524735
## age 0.0139447437 -0.0813227971
## fnlwgt -0.0835705920 0.0232959547
## education_num 0.0033893028 0.0129933308
## hours_per_week -0.1032077179 -0.0147128672
## workclass_federal_gov -0.1759735795 0.1765688145
## workclass_local_gov 0.1192078660 0.2520224583
## workclass_private 0.0813831726 -0.0220681576
## workclass_self_emp_inc -0.1709165489 -0.2117941569
## workclass_self_emp_not_inc -0.0431185598 -0.2840673509
## workclass_state_gov 0.0405966604 0.1685280173
## workclass_without_pay 0.0137808585 -0.0172000674
## education_1st_4th -0.0450327729 -0.0032315512
## education_5th_6th -0.0576065595 0.0221273807
## education_7th_8th 0.0212185988 -0.1153337657
## education_9th 0.0167936000 -0.0573589887
## education_10th 0.0570478216 -0.1261832107
## education_11th 0.0852873726 -0.1447432586
## education_12th 0.0288839752 -0.0514320142
## education_assoc_acdm -0.0825671229 0.0717138431
## education_assoc_voc -0.0378495305 0.0817169099
## education_bachelors -0.1249504926 -0.1599294553
## education_doctorate 0.1673357205 -0.0106418333
## education_hs_grad 0.3360776547 0.1271027576
## education_masters 0.1734470784 0.0301785018
## education_preschool -0.0173587579 -0.0284146943
## education_prof_school 0.1868485551 -0.1366122877
## education_some_college -0.4704427872 0.1386721932
## marital_status_divorced -0.0706004633 0.1390703058
## marital_status_married_af_spouse 0.0185566889 0.0037468877
## marital_status_married_civ_spouse 0.0158821925 0.0186965875
## marital_status_married_spouse_absent -0.0245529161 0.0001027297
## marital_status_never_married 0.0195766527 -0.0479935325
## marital_status_separated -0.0099937801 -0.0688764508
## marital_status_widowed 0.0682566517 -0.1398660299
## occupation_adm_clerical -0.1531878709 0.3077386929
## occupation_armed_forces -0.0400909739 0.0506094914
## occupation_craft_repair 0.0542698618 0.1613677781
## occupation_exec_managerial -0.2880584158 -0.1285127414
## occupation_farming_fishing -0.0722428066 -0.2098211895
## occupation_handlers_cleaners 0.0787559175 0.0343699023
## occupation_machine_op_inspct 0.1204724553 0.0201194354
## occupation_other_service 0.1263820909 -0.1542253353
## occupation_priv_house_serv 0.0254336590 -0.0750126062
## occupation_prof_specialty 0.3647681268 -0.0359208221
## occupation_protective_serv -0.0386556452 0.3197911547
## occupation_sales -0.1872094703 -0.2960438440
## occupation_tech_support -0.1212050748 0.1050330957
## occupation_transport_moving 0.0891971612 0.0385904326
## relationship_husband -0.0266196278 0.0245563772
## relationship_not_in_family -0.0074182343 0.0329935016
## relationship_other_relative 0.0129076268 -0.0153582301
## relationship_own_child 0.0266061696 -0.0458641920
## relationship_unmarried -0.0520500424 -0.0147223638
## relationship_wife 0.0988794336 -0.0151342776
## race_amer_indian_eskimo -0.0015140429 -0.0062614233
## race_asian_pac_islander 0.0536793240 0.0484367738
## race_black -0.0765128698 -0.1824548721
## race_other -0.0620865945 0.0033160746
## race_white 0.0545323810 0.1307540567
## sex_female 0.0248381246 -0.0481583519
## sex_male -0.0248381246 0.0481583519
## native_country_cambodia 0.0001592465 0.0150304476
## native_country_canada 0.0056453053 0.0333861407
## native_country_china 0.0912573049 0.0117991080
## native_country_columbia 0.0096272183 0.0345717890
## native_country_cuba -0.0319852340 0.0219612110
## native_country_dominican_republic -0.0224098466 -0.0125815999
## native_country_ecuador -0.0168415894 0.0276642969
## native_country_el_salvador 0.0029495723 0.0025281964
## native_country_england -0.0048881814 0.0229204571
## native_country_france -0.0066141992 0.0226446736
## native_country_germany -0.0467637978 0.0830370761
## native_country_greece -0.0324339673 -0.0181338385
## native_country_guatemala -0.0095490082 0.0011296932
## native_country_haiti -0.0258705754 -0.0708620437
## native_country_holand_netherlands -0.0043365775 0.0047148463
## native_country_honduras -0.0202222142 0.0070178633
## native_country_hong 0.0245153388 0.0284453014
## native_country_hungary 0.0039445735 -0.0046992158
## native_country_india 0.0553239565 0.0139510280
## native_country_iran -0.0179316479 0.0023085521
## native_country_ireland 0.0181046614 0.0222249674
## native_country_italy 0.0123025805 0.0258236353
## native_country_jamaica -0.0567428994 -0.0554427850
## native_country_japan -0.0208814286 0.0209921678
## native_country_laos -0.0003935457 0.0343462270
## native_country_mexico -0.0912427957 0.0380639193
## native_country_nicaragua -0.0061790601 0.0352336635
## native_country_outlying_us(guam_usvi_etc) -0.0315693764 0.0052026612
## native_country_peru -0.0010293708 0.0212950715
## native_country_philippines 0.0054004740 0.0646245373
## native_country_poland 0.0116864859 0.0528122275
## native_country_portugal 0.0190007677 0.0221297101
## native_country_puerto_rico -0.0201786209 0.0457286656
## native_country_scotland -0.0039247594 0.0238662562
## native_country_south -0.0153848003 -0.0570081057
## native_country_taiwan 0.0521109788 -0.0014190730
## native_country_thailand 0.0058412929 -0.0030075737
## native_country_trinadad&tobago -0.0211087382 -0.0047454577
## native_country_united_states 0.0593193749 -0.1074915309
## native_country_vietnam -0.0039904450 0.0461488208
## native_country_yugoslavia -0.0131376325 0.0012369923
## PC11 PC12
## l_capital_gain -0.003803743 0.044601648
## l_capital_loss 0.007256498 -0.038726489
## age -0.098426962 -0.109836570
## fnlwgt 0.069269616 0.029091333
## education_num 0.052603998 0.113783573
## hours_per_week 0.146606539 0.074163518
## workclass_federal_gov 0.153314116 0.055484081
## workclass_local_gov -0.031490381 -0.284277886
## workclass_private -0.121327497 -0.007318857
## workclass_self_emp_inc 0.094811338 -0.024752388
## workclass_self_emp_not_inc 0.103633771 0.241004856
## workclass_state_gov -0.062259142 0.015357022
## workclass_without_pay 0.043398688 0.005402889
## education_1st_4th 0.003553674 -0.055191654
## education_5th_6th 0.015079605 -0.048248500
## education_7th_8th -0.131420142 -0.116317641
## education_9th -0.086748944 -0.073581160
## education_10th -0.169837983 -0.109519372
## education_11th -0.173523782 -0.051167167
## education_12th -0.036455061 0.001330485
## education_assoc_acdm 0.025317248 0.063013121
## education_assoc_voc -0.103578305 0.116254091
## education_bachelors 0.199717646 -0.222153380
## education_doctorate -0.102230546 0.185173142
## education_hs_grad 0.481093148 0.069367495
## education_masters -0.091709716 -0.126272323
## education_preschool 0.018402550 -0.058504523
## education_prof_school -0.084038359 0.302576363
## education_some_college -0.365315068 0.114203507
## marital_status_divorced -0.155567586 0.073613377
## marital_status_married_af_spouse 0.069359061 0.023022169
## marital_status_married_civ_spouse 0.029925039 -0.016572089
## marital_status_married_spouse_absent 0.018799734 0.050322485
## marital_status_never_married 0.133380467 -0.026042321
## marital_status_separated -0.060429190 0.115397399
## marital_status_widowed -0.101618042 -0.188610084
## occupation_adm_clerical 0.163714195 0.152230662
## occupation_armed_forces 0.066390167 0.023145122
## occupation_craft_repair -0.047484056 0.206789580
## occupation_exec_managerial 0.155466564 -0.303869095
## occupation_farming_fishing 0.112509932 0.121904590
## occupation_handlers_cleaners -0.013423186 -0.057338464
## occupation_machine_op_inspct 0.021857385 -0.024379819
## occupation_other_service -0.122946107 -0.113369319
## occupation_priv_house_serv -0.002018448 -0.077431183
## occupation_prof_specialty -0.151652879 0.152532380
## occupation_protective_serv -0.031266445 -0.243612474
## occupation_sales -0.011586427 0.038640143
## occupation_tech_support -0.087260900 0.043681330
## occupation_transport_moving -0.004531448 -0.078870177
## relationship_husband -0.062529135 -0.003463735
## relationship_not_in_family 0.091665775 -0.165806658
## relationship_other_relative 0.096492191 -0.002741736
## relationship_own_child -0.025427218 0.065074147
## relationship_unmarried -0.201196168 0.186117510
## relationship_wife 0.214856167 -0.026137138
## race_amer_indian_eskimo -0.012963039 -0.011524733
## race_asian_pac_islander -0.093997883 -0.108451356
## race_black 0.081511689 0.029298551
## race_other 0.058912423 0.170243395
## race_white -0.034395471 -0.012243938
## sex_female 0.058477319 0.004546915
## sex_male -0.058477319 -0.004546915
## native_country_cambodia -0.011876859 -0.012601773
## native_country_canada 0.021735500 0.080356303
## native_country_china -0.075588608 -0.072596041
## native_country_columbia 0.030633660 0.097528146
## native_country_cuba 0.013198251 0.021509744
## native_country_dominican_republic 0.024288353 0.054340358
## native_country_ecuador 0.027782263 0.088744033
## native_country_el_salvador -0.001045319 -0.030833709
## native_country_england 0.061306255 0.018779629
## native_country_france 0.009148465 0.018568066
## native_country_germany 0.024509432 0.096276713
## native_country_greece 0.032052438 -0.006305998
## native_country_guatemala 0.004829326 -0.025858289
## native_country_haiti 0.041621427 0.022534162
## native_country_holand_netherlands 0.002226663 0.002917960
## native_country_honduras -0.004501778 0.040103699
## native_country_hong 0.007807123 -0.035689796
## native_country_hungary 0.032700777 0.016572549
## native_country_india -0.087377647 0.063224510
## native_country_iran 0.015483207 0.069845548
## native_country_ireland 0.044546491 0.022575654
## native_country_italy 0.024132130 0.014684591
## native_country_jamaica 0.082456629 0.082749592
## native_country_japan 0.017335914 -0.006773578
## native_country_laos -0.002454132 -0.023196748
## native_country_mexico 0.050095078 -0.004905925
## native_country_nicaragua 0.016480866 0.050717776
## native_country_outlying_us(guam_usvi_etc) 0.002152959 -0.001868068
## native_country_peru 0.009629351 0.048290871
## native_country_philippines -0.043386649 -0.099739471
## native_country_poland 0.010800750 0.027918383
## native_country_portugal -0.002563889 -0.011836466
## native_country_puerto_rico 0.051381795 0.077458205
## native_country_scotland 0.013421611 -0.001530704
## native_country_south 0.017078978 -0.025656489
## native_country_taiwan -0.046690059 0.006466068
## native_country_thailand 0.014410618 -0.027580783
## native_country_trinadad&tobago 0.029068522 0.013025251
## native_country_united_states -0.073369920 -0.088224056
## native_country_vietnam -0.023606246 -0.032185549
## native_country_yugoslavia 0.030574705 -0.013685515
## PC13 PC14
## l_capital_gain -0.0353059468 0.030234510
## l_capital_loss 0.0015016598 -0.001416552
## age -0.0553231788 -0.095552821
## fnlwgt 0.0053705956 0.180750547
## education_num 0.0521064962 0.003754024
## hours_per_week -0.0069658593 0.092778742
## workclass_federal_gov -0.1728794401 0.012884119
## workclass_local_gov 0.1687450168 0.017852296
## workclass_private -0.0838509314 -0.022926303
## workclass_self_emp_inc 0.2619547108 0.100049980
## workclass_self_emp_not_inc -0.0835561360 -0.052784052
## workclass_state_gov -0.0051527520 -0.005290919
## workclass_without_pay -0.0250265900 0.015115007
## education_1st_4th -0.0790816008 0.044381271
## education_5th_6th -0.1121798775 0.308385449
## education_7th_8th -0.1393303272 -0.212644461
## education_9th -0.0529049214 -0.030661463
## education_10th -0.0259836194 -0.024878061
## education_11th 0.1034206587 0.003489883
## education_12th 0.0492732154 -0.056948225
## education_assoc_acdm -0.0302350454 -0.005899644
## education_assoc_voc -0.1295598223 -0.044215721
## education_bachelors 0.0026491760 0.040627848
## education_doctorate 0.0081091663 0.005210043
## education_hs_grad 0.1832155392 0.074028957
## education_masters 0.0483506215 -0.023545998
## education_preschool -0.1260320625 0.042107078
## education_prof_school -0.0852852070 0.100950075
## education_some_college -0.0719843421 -0.100660248
## marital_status_divorced 0.0970985524 0.138080843
## marital_status_married_af_spouse -0.0637137528 0.005618607
## marital_status_married_civ_spouse -0.0547172841 -0.028487635
## marital_status_married_spouse_absent -0.0002259692 -0.025049909
## marital_status_never_married -0.0498633404 -0.056649529
## marital_status_separated 0.1411344101 0.125834243
## marital_status_widowed -0.0351779704 -0.159273083
## occupation_adm_clerical -0.1527051418 0.054270989
## occupation_armed_forces -0.0798762057 0.010160803
## occupation_craft_repair -0.0101250756 -0.121544561
## occupation_exec_managerial 0.1546452250 -0.014443798
## occupation_farming_fishing -0.1976732416 0.085886682
## occupation_handlers_cleaners 0.0227224284 0.170660941
## occupation_machine_op_inspct -0.0870839690 -0.011836175
## occupation_other_service 0.1292524000 -0.105114093
## occupation_priv_house_serv -0.0381726112 -0.017331763
## occupation_prof_specialty -0.1089092477 0.046456770
## occupation_protective_serv 0.1688626177 -0.009305833
## occupation_sales 0.1875007000 0.057726230
## occupation_tech_support -0.1806222345 -0.053423229
## occupation_transport_moving 0.0022892567 -0.044452089
## relationship_husband 0.0170498843 -0.002400994
## relationship_not_in_family -0.2644575418 -0.218621513
## relationship_other_relative -0.0303928158 0.097694083
## relationship_own_child 0.1753614709 0.043657790
## relationship_unmarried 0.2853992212 0.262314908
## relationship_wife -0.1772713809 -0.075421221
## race_amer_indian_eskimo -0.0732193630 -0.024996381
## race_asian_pac_islander -0.0417059318 0.099184534
## race_black -0.0704215177 -0.021902973
## race_other 0.0466654569 -0.284480708
## race_white 0.0880210808 0.049783441
## sex_female -0.0158959987 0.002002683
## sex_male 0.0158959987 -0.002002683
## native_country_cambodia -0.0405328041 -0.003584891
## native_country_canada 0.1267276233 -0.132315386
## native_country_china -0.0195794286 0.007120930
## native_country_columbia 0.0689973757 -0.102472475
## native_country_cuba 0.1257332162 -0.040609410
## native_country_dominican_republic 0.0483295475 -0.211546744
## native_country_ecuador 0.0550779525 -0.165108698
## native_country_el_salvador 0.0326172805 0.053370994
## native_country_england 0.0882035656 -0.105280844
## native_country_france 0.0535648138 -0.059324906
## native_country_germany 0.1313743095 -0.091460868
## native_country_greece 0.1077803008 -0.072900479
## native_country_guatemala -0.0162168191 -0.034691194
## native_country_haiti -0.0123293227 -0.056050972
## native_country_holand_netherlands -0.0063420490 -0.008150071
## native_country_honduras 0.0696145705 0.064059372
## native_country_hong -0.0327566057 0.011218108
## native_country_hungary 0.0065872194 -0.075310946
## native_country_india 0.0018759664 -0.016926972
## native_country_iran 0.0834027335 -0.103413371
## native_country_ireland 0.0355024948 -0.076575139
## native_country_italy 0.0443924180 -0.035644863
## native_country_jamaica 0.0383055302 -0.114067100
## native_country_japan 0.0424009311 -0.014633612
## native_country_laos -0.0653397138 0.045946805
## native_country_mexico -0.1300843981 0.301119193
## native_country_nicaragua 0.0544641920 -0.008987660
## native_country_outlying_us(guam_usvi_etc) 0.0152142951 -0.046280633
## native_country_peru 0.1086792395 -0.056459407
## native_country_philippines -0.0718934877 0.088136935
## native_country_poland 0.0603220020 -0.118967380
## native_country_portugal 0.0374902905 -0.092640898
## native_country_puerto_rico 0.1143892697 -0.226942633
## native_country_scotland 0.0623530091 -0.018012029
## native_country_south 0.0860837589 0.045528165
## native_country_taiwan 0.0373183982 0.045526067
## native_country_thailand 0.0397430949 0.012798605
## native_country_trinadad&tobago -0.0065603326 -0.067185882
## native_country_united_states -0.1694152110 0.111903875
## native_country_vietnam -0.0203739656 0.061808618
## native_country_yugoslavia 0.0485265926 -0.044751208
## PC15 PC16
## l_capital_gain -1.277555e-01 0.0180569825
## l_capital_loss -2.993919e-02 -0.0252952290
## age -1.176056e-01 0.0755300500
## fnlwgt -1.034858e-02 0.1342143592
## education_num 4.790538e-02 0.0430167037
## hours_per_week 5.192119e-02 -0.1518287747
## workclass_federal_gov -2.603483e-01 0.1088005612
## workclass_local_gov 2.218483e-01 -0.0880695277
## workclass_private 3.253957e-02 0.0009078053
## workclass_self_emp_inc -2.605165e-01 -0.0413292693
## workclass_self_emp_not_inc 1.889133e-01 0.0348815779
## workclass_state_gov -1.414691e-01 0.0070501328
## workclass_without_pay -4.361190e-03 -0.0182334691
## education_1st_4th -3.052807e-02 -0.0530381253
## education_5th_6th -9.764190e-03 -0.0062550042
## education_7th_8th -1.289155e-02 -0.0589663766
## education_9th 1.368106e-02 -0.0040036574
## education_10th 7.707588e-03 0.0152470391
## education_11th 4.476154e-02 0.0110628372
## education_12th -9.758913e-03 -0.0426143548
## education_assoc_acdm 1.430593e-01 0.1077674096
## education_assoc_voc 3.404641e-01 0.1370803153
## education_bachelors 2.613282e-01 0.0373697404
## education_doctorate -1.989990e-01 0.0669536760
## education_hs_grad -8.702869e-02 0.0027669653
## education_masters -9.914293e-02 -0.1005930402
## education_preschool 8.755731e-03 0.0369728205
## education_prof_school -1.620546e-01 -0.0197352079
## education_some_college -2.220179e-01 -0.0790693066
## marital_status_divorced 7.283311e-02 -0.1199662691
## marital_status_married_af_spouse 3.354445e-02 -0.0209324286
## marital_status_married_civ_spouse 2.229408e-02 -0.0001967326
## marital_status_married_spouse_absent 3.091277e-02 -0.0390526969
## marital_status_never_married -5.109821e-02 0.0224549635
## marital_status_separated 7.332277e-02 0.0435144316
## marital_status_widowed -1.779572e-01 0.1715111214
## occupation_adm_clerical -1.889517e-01 -0.0050978191
## occupation_armed_forces -1.667423e-01 0.0386364281
## occupation_craft_repair 1.615430e-01 0.2311983384
## occupation_exec_managerial -1.426798e-01 0.0102220533
## occupation_farming_fishing 1.765342e-01 -0.0904064966
## occupation_handlers_cleaners -1.273114e-01 -0.0201799753
## occupation_machine_op_inspct -5.884893e-02 -0.2653291822
## occupation_other_service 1.854907e-02 0.1815448360
## occupation_priv_house_serv -6.411083e-02 0.1419297812
## occupation_prof_specialty -8.926862e-03 -0.0351547544
## occupation_protective_serv 1.869952e-01 -0.0708158972
## occupation_sales 9.242245e-02 -0.1406179053
## occupation_tech_support 2.102217e-01 0.1608869125
## occupation_transport_moving -1.086476e-01 -0.0966915554
## relationship_husband -9.633541e-03 0.0314078870
## relationship_not_in_family -4.420072e-02 0.0062371261
## relationship_other_relative -3.516800e-02 -0.0158409293
## relationship_own_child -4.667301e-02 0.0052510220
## relationship_unmarried 9.605175e-02 -0.0079938502
## relationship_wife 8.112005e-02 -0.0709384790
## race_amer_indian_eskimo 4.722492e-02 -0.1578223947
## race_asian_pac_islander 7.067030e-03 -0.0386968836
## race_black -2.362976e-03 0.1323762536
## race_other 4.225341e-02 -0.4061076286
## race_white -2.544545e-02 0.0550298689
## sex_female 3.051145e-02 -0.0271547855
## sex_male -3.051145e-02 0.0271547855
## native_country_cambodia 2.386528e-02 0.0008410017
## native_country_canada -9.170720e-03 0.1117444707
## native_country_china -6.391300e-02 0.0022329104
## native_country_columbia 4.738781e-03 -0.0073116516
## native_country_cuba -4.847795e-02 0.0674610275
## native_country_dominican_republic 1.243898e-02 -0.2705923138
## native_country_ecuador 7.128136e-03 -0.1887908985
## native_country_el_salvador -2.564801e-02 0.1354765705
## native_country_england -1.667206e-02 0.1409741978
## native_country_france 5.552897e-04 0.0550422321
## native_country_germany 3.562138e-02 0.1476310109
## native_country_greece -5.195081e-02 0.0633632124
## native_country_guatemala -2.149167e-02 0.0246480358
## native_country_haiti -1.144295e-02 0.1605700078
## native_country_holand_netherlands -2.311830e-02 -0.0346912096
## native_country_honduras -5.173369e-03 -0.0025550784
## native_country_hong 2.494739e-02 0.0046906138
## native_country_hungary -1.374498e-05 0.1006249469
## native_country_india -6.400809e-02 -0.0934755430
## native_country_iran 2.018184e-02 -0.0277828546
## native_country_ireland 2.614908e-02 0.0578883843
## native_country_italy -4.163216e-02 0.0890743613
## native_country_jamaica 1.270895e-02 0.1737179441
## native_country_japan -5.181439e-03 0.0183326492
## native_country_laos 1.974641e-02 -0.0296632581
## native_country_mexico 2.908445e-02 -0.0597861874
## native_country_nicaragua -3.042875e-02 0.0425545671
## native_country_outlying_us(guam_usvi_etc) -4.613795e-03 0.0495596804
## native_country_peru 4.056837e-02 -0.0068781347
## native_country_philippines 6.931321e-02 0.0253034631
## native_country_poland 5.865850e-03 0.1195976901
## native_country_portugal -1.061223e-02 -0.0002391726
## native_country_puerto_rico 1.047977e-02 -0.1446555597
## native_country_scotland 1.041737e-02 0.0297278601
## native_country_south 4.063377e-02 -0.0383074981
## native_country_taiwan -8.919784e-02 0.0010080761
## native_country_thailand 9.096958e-03 0.0243863619
## native_country_trinadad&tobago -1.863819e-02 0.0262586008
## native_country_united_states 1.798357e-03 -0.1077517895
## native_country_vietnam 3.130159e-02 -0.0164169080
## native_country_yugoslavia -3.360497e-03 0.0774502954
## PC17 PC18
## l_capital_gain -0.0392322209 0.0018627543
## l_capital_loss 0.0436092726 -0.0288990605
## age -0.0459645520 -0.1073655825
## fnlwgt 0.1241714384 -0.1367865112
## education_num -0.0207812457 -0.0146207430
## hours_per_week 0.1276776801 0.0613616361
## workclass_federal_gov -0.3682237261 0.0702246181
## workclass_local_gov 0.0336418472 -0.1436963022
## workclass_private 0.0309822663 -0.0053328207
## workclass_self_emp_inc 0.0308645038 -0.0053422681
## workclass_self_emp_not_inc 0.0671049997 0.0290796767
## workclass_state_gov 0.0887664819 0.0938700950
## workclass_without_pay -0.0297384853 0.0166565599
## education_1st_4th -0.0677916260 -0.0415318076
## education_5th_6th 0.0553102153 0.0088512283
## education_7th_8th -0.0818938469 -0.0205349288
## education_9th 0.0054698532 0.0604586757
## education_10th -0.0235357108 0.0985943615
## education_11th -0.1935451753 0.0700493634
## education_12th -0.0889158309 0.0333597817
## education_assoc_acdm -0.0563861059 0.0100090716
## education_assoc_voc -0.1161652682 0.1701380984
## education_bachelors -0.2332983970 -0.0999927380
## education_doctorate 0.0988274125 0.0356571031
## education_hs_grad 0.0597041443 -0.0624413453
## education_masters 0.0959715447 0.2114493525
## education_preschool 0.1632628721 0.0365165851
## education_prof_school -0.0289039035 -0.1274598182
## education_some_college 0.2821178006 -0.1022421483
## marital_status_divorced 0.0587198189 0.1169985817
## marital_status_married_af_spouse 0.0616714083 0.0178838710
## marital_status_married_civ_spouse 0.0355291102 -0.0018874023
## marital_status_married_spouse_absent -0.0232211413 -0.0308205967
## marital_status_never_married 0.0046410515 0.0028853631
## marital_status_separated -0.0384310675 0.0174005527
## marital_status_widowed -0.1969761536 -0.2476825491
## occupation_adm_clerical -0.0905554610 -0.0854654191
## occupation_armed_forces -0.2089049712 0.0353986829
## occupation_craft_repair 0.0120380357 0.0055047780
## occupation_exec_managerial -0.0210829017 0.4281781691
## occupation_farming_fishing 0.0336665281 0.1115762405
## occupation_handlers_cleaners -0.1918941367 0.0731730157
## occupation_machine_op_inspct 0.0673465899 0.0491365648
## occupation_other_service 0.1130818069 0.2082734096
## occupation_priv_house_serv -0.1600549200 -0.1988288215
## occupation_prof_specialty -0.0034428108 -0.0668431794
## occupation_protective_serv 0.0821780180 -0.2233556947
## occupation_sales 0.0897655336 -0.4793097149
## occupation_tech_support -0.1340134617 0.0518488298
## occupation_transport_moving 0.0620548411 -0.0687507111
## relationship_husband -0.0301765976 -0.0268190184
## relationship_not_in_family 0.1802019110 -0.0904137510
## relationship_other_relative -0.1045034818 -0.1020247562
## relationship_own_child -0.0837670435 0.0733602884
## relationship_unmarried -0.1730555030 0.0960302758
## relationship_wife 0.1742010108 0.0698505452
## race_amer_indian_eskimo -0.1132793660 0.1329880221
## race_asian_pac_islander -0.0083783922 -0.0132617557
## race_black 0.0979854360 -0.0315449988
## race_other -0.1626500848 0.0074488311
## race_white -0.0050578777 -0.0064429860
## sex_female 0.0446073604 0.0001872708
## sex_male -0.0446073604 -0.0001872708
## native_country_cambodia 0.0312441298 -0.0511336375
## native_country_canada 0.0808892025 0.0135291779
## native_country_china 0.0940239697 0.0797074316
## native_country_columbia -0.0620884688 -0.0045090292
## native_country_cuba 0.0244023663 -0.0586758350
## native_country_dominican_republic -0.0520517975 0.0203592102
## native_country_ecuador -0.0804229673 -0.0018831333
## native_country_el_salvador 0.0171607676 -0.0310360566
## native_country_england 0.0224411547 0.0332561305
## native_country_france -0.0036529996 0.0132240151
## native_country_germany 0.0137176283 -0.0134731169
## native_country_greece 0.0360266505 0.0828118656
## native_country_guatemala -0.1519252565 -0.1302249410
## native_country_haiti 0.1604676122 -0.0038273434
## native_country_holand_netherlands 0.0167248095 -0.0126936364
## native_country_honduras -0.0010324334 -0.0357803575
## native_country_hong 0.0684777899 0.0319699923
## native_country_hungary -0.0012613791 -0.0296597479
## native_country_india -0.0460709695 -0.0513030598
## native_country_iran 0.0009352914 0.0409473625
## native_country_ireland 0.0219178699 0.0195697867
## native_country_italy 0.0181712701 -0.0035615975
## native_country_jamaica 0.1200167798 -0.0137325836
## native_country_japan 0.0484025445 0.0492293196
## native_country_laos 0.0534598163 -0.0107980146
## native_country_mexico 0.0678779804 0.0525616781
## native_country_nicaragua -0.0389120160 -0.0462127985
## native_country_outlying_us(guam_usvi_etc) 0.0565643771 0.0102576353
## native_country_peru -0.0002763405 -0.0073787261
## native_country_philippines -0.1186513114 -0.0583529504
## native_country_poland -0.0228772107 -0.0203674045
## native_country_portugal -0.0429680851 0.0553104155
## native_country_puerto_rico -0.1194134815 0.0200193738
## native_country_scotland 0.0424726420 0.0316743721
## native_country_south 0.0214812904 -0.0304808755
## native_country_taiwan 0.0610950621 0.0418942484
## native_country_thailand 0.0075532651 0.0197040417
## native_country_trinadad&tobago 0.0880100640 0.0099260268
## native_country_united_states -0.0475355795 -0.0097548198
## native_country_vietnam -0.0217216251 -0.0140565654
## native_country_yugoslavia 0.0167151027 0.0547861599
## PC19 PC20
## l_capital_gain -2.726660e-02 0.2363371236
## l_capital_loss -2.362709e-02 -0.1114555814
## age 3.383842e-02 -0.0175069769
## fnlwgt 5.595428e-02 -0.0163867371
## education_num -3.513197e-02 -0.0400140394
## hours_per_week 1.634772e-02 0.0691089694
## workclass_federal_gov 8.508542e-02 0.0916613950
## workclass_local_gov -5.430973e-03 0.2219667175
## workclass_private 1.477254e-02 0.0087946975
## workclass_self_emp_inc -5.724926e-02 0.1513655155
## workclass_self_emp_not_inc -2.130038e-02 -0.0270155854
## workclass_state_gov -2.647718e-02 -0.4710407037
## workclass_without_pay 9.738867e-02 -0.0529081526
## education_1st_4th -2.736187e-02 -0.0232319816
## education_5th_6th -8.984674e-02 -0.0111072126
## education_7th_8th 2.144489e-01 -0.0494728408
## education_9th 7.760424e-03 0.0755183558
## education_10th 9.817280e-02 0.0384303169
## education_11th 2.778525e-02 0.0667539371
## education_12th 5.076274e-02 0.0359431778
## education_assoc_acdm 7.260176e-02 0.0519603310
## education_assoc_voc -6.291879e-02 0.0766734292
## education_bachelors 1.592458e-01 -0.1859173345
## education_doctorate 3.182293e-02 -0.3781244476
## education_hs_grad -6.821118e-02 -0.0642398345
## education_masters -1.731246e-01 0.1394364737
## education_preschool 2.652881e-02 0.0114689092
## education_prof_school 3.631707e-02 0.3384038572
## education_some_college -1.036267e-01 0.0404581920
## marital_status_divorced 6.402261e-02 0.0989726260
## marital_status_married_af_spouse -3.712575e-02 0.0181931270
## marital_status_married_civ_spouse -1.057453e-02 -0.0036213663
## marital_status_married_spouse_absent -8.322549e-02 -0.0845824181
## marital_status_never_married -2.160617e-03 0.0219081223
## marital_status_separated -3.767730e-02 -0.1204477198
## marital_status_widowed 4.809275e-03 -0.0782126466
## occupation_adm_clerical 1.350891e-01 -0.0067412910
## occupation_armed_forces -7.299921e-04 0.1056686159
## occupation_craft_repair -3.523098e-01 0.1039160456
## occupation_exec_managerial -1.268257e-01 -0.0158788980
## occupation_farming_fishing 1.450766e-01 -0.0992170678
## occupation_handlers_cleaners 4.926701e-02 0.0703281519
## occupation_machine_op_inspct 2.384072e-01 -0.0164346086
## occupation_other_service -1.002707e-01 -0.0014305254
## occupation_priv_house_serv -2.479611e-01 -0.0692913663
## occupation_prof_specialty 5.407779e-02 0.0516425212
## occupation_protective_serv 2.255459e-02 -0.0111297714
## occupation_sales -1.336296e-05 -0.0157249697
## occupation_tech_support 2.946743e-02 -0.1197399645
## occupation_transport_moving 2.047033e-01 -0.0317415364
## relationship_husband 2.329755e-02 -0.0424932822
## relationship_not_in_family -2.535826e-02 0.0694683765
## relationship_other_relative -2.987840e-01 -0.0493736416
## relationship_own_child 1.074756e-01 0.0065599626
## relationship_unmarried 7.655436e-02 -0.0781856058
## relationship_wife -5.283739e-02 0.0982489638
## race_amer_indian_eskimo -1.494059e-01 0.1196500623
## race_asian_pac_islander -1.195885e-02 -0.0087046027
## race_black 5.312063e-02 0.0109951745
## race_other -1.642481e-01 -0.0702010875
## race_white 4.491741e-02 -0.0208968865
## sex_female -2.040701e-02 0.0150410676
## sex_male 2.040701e-02 -0.0150410676
## native_country_cambodia -3.384839e-02 0.0046650702
## native_country_canada 1.497228e-01 0.0219813392
## native_country_china -1.784660e-02 -0.1862527912
## native_country_columbia -2.027765e-03 0.0015144820
## native_country_cuba 1.512549e-01 0.1005181561
## native_country_dominican_republic 2.127341e-02 0.0007237017
## native_country_ecuador -1.560474e-01 -0.0648308775
## native_country_el_salvador -2.114828e-01 0.0201548188
## native_country_england 5.385051e-02 -0.0024252472
## native_country_france 2.514667e-02 -0.0241593486
## native_country_germany 1.791107e-01 0.0597929115
## native_country_greece -3.379579e-04 0.1123785619
## native_country_guatemala -1.872175e-01 -0.0382942673
## native_country_haiti 6.561803e-02 0.0498425187
## native_country_holand_netherlands -3.251054e-02 -0.0197887871
## native_country_honduras -5.915787e-02 -0.0127417869
## native_country_hong -3.585943e-02 -0.0235829168
## native_country_hungary -4.686091e-02 0.0399137229
## native_country_india -4.529725e-02 0.0435067737
## native_country_iran 1.501523e-02 -0.0703385485
## native_country_ireland 1.424013e-02 0.0440979720
## native_country_italy 1.046579e-01 0.0709102663
## native_country_jamaica 2.251744e-02 0.0159334333
## native_country_japan 2.046775e-02 0.0585547705
## native_country_laos 3.159451e-02 0.0480417358
## native_country_mexico 1.065476e-02 -0.0234336236
## native_country_nicaragua -5.448892e-02 -0.0352547156
## native_country_outlying_us(guam_usvi_etc) 4.611108e-02 0.0363356603
## native_country_peru 7.073583e-02 -0.0206036682
## native_country_philippines 8.221983e-02 0.0730105440
## native_country_poland 5.054393e-03 -0.0046694085
## native_country_portugal 1.715358e-01 0.0680348336
## native_country_puerto_rico 4.836968e-02 -0.0259838162
## native_country_scotland 3.949367e-02 -0.0115971355
## native_country_south -7.162059e-02 0.0404269301
## native_country_taiwan -9.261299e-03 -0.1240440623
## native_country_thailand -2.920330e-02 0.0077515358
## native_country_trinadad&tobago 2.928475e-02 0.0563769258
## native_country_united_states -1.041474e-01 -0.0556374972
## native_country_vietnam 1.362461e-02 0.0277524279
## native_country_yugoslavia 3.852822e-02 0.0309057378
## PC21 PC22
## l_capital_gain -0.2178275903 0.149080109
## l_capital_loss 0.2255994525 -0.120388505
## age 0.0273893364 -0.025717537
## fnlwgt 0.0143337931 -0.007004966
## education_num 0.0106529531 -0.066262496
## hours_per_week -0.0694796621 -0.008841270
## workclass_federal_gov 0.2060709688 0.075408860
## workclass_local_gov 0.0135094887 -0.095810665
## workclass_private 0.0229339771 -0.086101056
## workclass_self_emp_inc -0.2275883616 0.260960602
## workclass_self_emp_not_inc 0.0811458787 -0.148082365
## workclass_state_gov -0.1376352876 0.216339872
## workclass_without_pay -0.0571850684 -0.123453550
## education_1st_4th -0.1782584816 -0.005820619
## education_5th_6th 0.1176152363 0.044369955
## education_7th_8th -0.1077743789 -0.067486632
## education_9th -0.0377981577 0.119763288
## education_10th 0.1095388077 0.155664860
## education_11th 0.1131925215 -0.031163983
## education_12th -0.0574443216 -0.005046973
## education_assoc_acdm -0.0368150291 -0.097264034
## education_assoc_voc -0.2827724232 0.095262535
## education_bachelors 0.1356440845 0.195585394
## education_doctorate -0.1060802274 0.068712739
## education_hs_grad -0.0320282644 -0.006563147
## education_masters 0.0429031548 -0.431365756
## education_preschool 0.0757982463 0.044698169
## education_prof_school -0.0273284966 0.182632669
## education_some_college 0.0442012749 -0.083577242
## marital_status_divorced 0.0214601491 0.010265007
## marital_status_married_af_spouse 0.0306225274 0.099753067
## marital_status_married_civ_spouse 0.0152318855 0.003011792
## marital_status_married_spouse_absent 0.1082400634 -0.095626072
## marital_status_never_married -0.0677802819 -0.008036286
## marital_status_separated 0.0623686850 0.111136588
## marital_status_widowed -0.0415332757 -0.077109484
## occupation_adm_clerical 0.0169310601 -0.065126872
## occupation_armed_forces 0.1912000837 0.056572842
## occupation_craft_repair 0.0175076593 0.104671816
## occupation_exec_managerial -0.0673035317 -0.069578701
## occupation_farming_fishing -0.0756482932 -0.218907779
## occupation_handlers_cleaners -0.0459613398 -0.205688547
## occupation_machine_op_inspct -0.2375978977 0.065922232
## occupation_other_service 0.2095032540 0.266401212
## occupation_priv_house_serv -0.2302271376 -0.149991974
## occupation_prof_specialty 0.0570073043 -0.004668460
## occupation_protective_serv -0.1460980652 0.124295648
## occupation_sales 0.0407342120 -0.020166490
## occupation_tech_support -0.1083114237 0.034390247
## occupation_transport_moving 0.2233488849 -0.061642021
## relationship_husband 0.0163418396 -0.010267413
## relationship_not_in_family 0.0338174312 0.107643852
## relationship_other_relative 0.0330148025 -0.013830674
## relationship_own_child -0.0875663163 -0.076571522
## relationship_unmarried 0.0078215524 -0.071668683
## relationship_wife 0.0004129308 0.044729835
## race_amer_indian_eskimo 0.0131889179 -0.017792171
## race_asian_pac_islander -0.0118545965 0.013572383
## race_black -0.0573351587 -0.046242567
## race_other 0.0704969190 0.097194990
## race_white 0.0322554092 0.012618026
## sex_female -0.0221980023 0.004038937
## sex_male 0.0221980023 -0.004038937
## native_country_cambodia -0.0379918704 0.015995447
## native_country_canada 0.0473841532 0.041332813
## native_country_china 0.0393657874 0.007214580
## native_country_columbia -0.0093962770 0.006695076
## native_country_cuba -0.0257552883 -0.013646601
## native_country_dominican_republic -0.0710686644 0.076406085
## native_country_ecuador 0.0366577031 0.027182863
## native_country_el_salvador 0.1083479175 0.124926957
## native_country_england -0.0447411615 -0.090491069
## native_country_france -0.0411656393 -0.130391678
## native_country_germany -0.0523730864 -0.003622727
## native_country_greece -0.0644681505 0.011864601
## native_country_guatemala -0.2233332297 -0.121725793
## native_country_haiti 0.0801668576 -0.019091136
## native_country_holand_netherlands 0.0112462918 -0.035168129
## native_country_honduras 0.0145103346 0.038728580
## native_country_hong -0.0049335318 -0.026444898
## native_country_hungary 0.0058223737 -0.053162858
## native_country_india 0.0112846623 -0.038440953
## native_country_iran 0.0938953770 -0.082960395
## native_country_ireland 0.0173193564 0.007226774
## native_country_italy 0.0168340229 -0.011415602
## native_country_jamaica -0.0140576757 -0.128530970
## native_country_japan 0.0289262990 0.003125135
## native_country_laos -0.0261793624 0.040204743
## native_country_mexico 0.0291658347 0.005151811
## native_country_nicaragua -0.0037261212 -0.084039850
## native_country_outlying_us(guam_usvi_etc) 0.0031332488 -0.013577556
## native_country_peru 0.0996689241 -0.015281949
## native_country_philippines 0.0890619818 0.069579478
## native_country_poland -0.0030492325 -0.135018587
## native_country_portugal -0.2173418787 0.055828303
## native_country_puerto_rico 0.1603214466 0.077964249
## native_country_scotland 0.0460829331 -0.003591719
## native_country_south -0.0028837973 -0.037946635
## native_country_taiwan -0.1206269394 -0.015181333
## native_country_thailand -0.0944019097 0.008502256
## native_country_trinadad&tobago -0.0386201625 -0.007050316
## native_country_united_states -0.0056795600 0.035732419
## native_country_vietnam -0.0651848866 -0.001748068
## native_country_yugoslavia -0.0458921512 0.003533997
## PC23 PC24
## l_capital_gain -0.0310591189 -0.1989613734
## l_capital_loss -0.0004913355 0.3132563105
## age 0.0021585005 0.0117662136
## fnlwgt 0.1417227004 0.1216992108
## education_num -0.0209781503 0.0120930995
## hours_per_week -0.0825170504 -0.0665630197
## workclass_federal_gov 0.0100124088 0.1479866391
## workclass_local_gov 0.0128515440 0.0089060203
## workclass_private -0.0073164565 -0.0639366811
## workclass_self_emp_inc -0.1032171421 0.0929506410
## workclass_self_emp_not_inc 0.0609276253 0.0014411573
## workclass_state_gov 0.0090168782 -0.0850835881
## workclass_without_pay -0.0536946319 -0.0144625867
## education_1st_4th 0.1194159956 -0.0514636507
## education_5th_6th -0.1046642465 0.0087222597
## education_7th_8th 0.0916105472 0.0198193561
## education_9th 0.0838116912 -0.0233766399
## education_10th 0.0548348989 0.0391859417
## education_11th 0.0498262149 -0.0537474707
## education_12th -0.0781471064 0.0545833834
## education_assoc_acdm -0.2163343922 0.2225121340
## education_assoc_voc -0.2056205783 0.0581445247
## education_bachelors 0.2062232261 -0.1479447113
## education_doctorate -0.0008271445 -0.0505140917
## education_hs_grad -0.0603726625 0.0075725811
## education_masters 0.0184111740 0.1821512113
## education_preschool -0.0726588194 0.0659269962
## education_prof_school -0.1094374585 -0.0231682694
## education_some_college 0.0370322533 -0.0858610255
## marital_status_divorced 0.0015448029 -0.0605979817
## marital_status_married_af_spouse 0.0214228941 -0.0820197418
## marital_status_married_civ_spouse -0.0033886603 -0.0113923989
## marital_status_married_spouse_absent 0.0182417477 -0.2185873099
## marital_status_never_married -0.0220078546 0.0430710905
## marital_status_separated 0.0538849574 0.0859762504
## marital_status_widowed -0.0029943711 0.1072079134
## occupation_adm_clerical 0.1163142685 -0.0995746663
## occupation_armed_forces -0.0264516194 0.2126327288
## occupation_craft_repair 0.4032023215 0.0469028633
## occupation_exec_managerial 0.0399896278 -0.0350138980
## occupation_farming_fishing -0.0676200953 -0.0577700327
## occupation_handlers_cleaners 0.0719771112 -0.1627574451
## occupation_machine_op_inspct 0.0367217848 0.3406801777
## occupation_other_service -0.1426570704 0.0121689123
## occupation_priv_house_serv -0.0891561629 -0.1106629148
## occupation_prof_specialty 0.0785315436 -0.0220976042
## occupation_protective_serv -0.0762086554 -0.0065603045
## occupation_sales -0.0242347598 0.1261062707
## occupation_tech_support -0.3877168773 0.1553844770
## occupation_transport_moving -0.4081626567 -0.3214426221
## relationship_husband -0.0070193493 0.0064922187
## relationship_not_in_family 0.0110667341 -0.0129585653
## relationship_other_relative -0.1140597276 0.0901996018
## relationship_own_child 0.0038349674 -0.0015803147
## relationship_unmarried 0.0371649166 0.0020248725
## relationship_wife 0.0248655951 -0.0615706855
## race_amer_indian_eskimo -0.0346811969 -0.2100029577
## race_asian_pac_islander 0.0019453617 0.0204493504
## race_black 0.0542001953 0.0126428580
## race_other -0.0487977921 0.0161378197
## race_white -0.0242994773 0.0345407700
## sex_female -0.0015319024 -0.0001882779
## sex_male 0.0015319024 0.0001882779
## native_country_cambodia 0.0753470797 0.0853241938
## native_country_canada -0.0069617446 -0.0248580024
## native_country_china -0.0001717321 0.0645063566
## native_country_columbia -0.0780166332 0.0201948791
## native_country_cuba -0.0630623337 0.0143661275
## native_country_dominican_republic 0.0511679954 0.0284393537
## native_country_ecuador -0.0817377918 0.0232422790
## native_country_el_salvador -0.1794083170 -0.0444754573
## native_country_england 0.0045276430 -0.0479978208
## native_country_france -0.0809077047 -0.0313258509
## native_country_germany -0.0100386055 -0.0849280460
## native_country_greece -0.0820158796 0.0520596719
## native_country_guatemala -0.0200352275 -0.0856037139
## native_country_haiti -0.0584711025 0.0074068759
## native_country_holand_netherlands -0.0401716089 0.1640066604
## native_country_honduras 0.0357128576 -0.0165691768
## native_country_hong 0.0151486329 0.1170363255
## native_country_hungary 0.0046013567 -0.0255850189
## native_country_india -0.0622524446 -0.0197056238
## native_country_iran 0.0054431908 0.0716981604
## native_country_ireland 0.0768477968 -0.0206685480
## native_country_italy 0.0233221391 0.0244503800
## native_country_jamaica -0.0332557054 -0.1008834546
## native_country_japan 0.0597735507 -0.0638998657
## native_country_laos 0.0215025642 0.1195021753
## native_country_mexico 0.0633855364 0.0140342924
## native_country_nicaragua -0.0574161198 0.1211872213
## native_country_outlying_us(guam_usvi_etc) 0.0532177495 -0.0746573486
## native_country_peru -0.0033061672 0.0465254788
## native_country_philippines -0.0278590781 -0.0967770127
## native_country_poland 0.0826637890 -0.0662589720
## native_country_portugal 0.2218899167 0.0618158708
## native_country_puerto_rico 0.0102042393 -0.0152712708
## native_country_scotland -0.0271149646 0.0054214186
## native_country_south 0.0377632389 0.0491460080
## native_country_taiwan 0.0249062062 0.0094932636
## native_country_thailand -0.0880120827 -0.0187541386
## native_country_trinadad&tobago -0.0220702251 0.1064473031
## native_country_united_states 0.0117191928 0.0137219461
## native_country_vietnam 0.0389415908 0.0209596703
## native_country_yugoslavia -0.0299094244 -0.0123576810
## PC25 PC26
## l_capital_gain 0.249722305 0.047641361
## l_capital_loss -0.295410258 -0.067083479
## age 0.078439023 0.021795779
## fnlwgt -0.030463958 0.046960204
## education_num 0.071637581 -0.007874628
## hours_per_week -0.103436915 -0.073485515
## workclass_federal_gov -0.087567863 0.061282986
## workclass_local_gov 0.035611237 -0.018020461
## workclass_private 0.057121228 -0.008261551
## workclass_self_emp_inc -0.089320669 0.108697829
## workclass_self_emp_not_inc -0.012918865 -0.110559394
## workclass_state_gov -0.003850038 0.033860709
## workclass_without_pay 0.098801579 0.045784519
## education_1st_4th -0.116245437 0.201205346
## education_5th_6th 0.108290089 -0.112537647
## education_7th_8th 0.034568360 -0.078386613
## education_9th -0.260442821 -0.083900005
## education_10th -0.182540847 -0.028864928
## education_11th -0.125605340 0.089168598
## education_12th 0.010082141 0.100647032
## education_assoc_acdm -0.218959200 0.304863976
## education_assoc_voc 0.044124066 0.014624858
## education_bachelors 0.042439516 -0.065191060
## education_doctorate -0.149877578 0.048330511
## education_hs_grad 0.093299161 0.015569556
## education_masters 0.074733173 0.058249023
## education_preschool 0.134464704 0.308132430
## education_prof_school 0.030925553 -0.080308950
## education_some_college 0.088779355 -0.160821520
## marital_status_divorced -0.167120755 0.046895399
## marital_status_married_af_spouse -0.137310167 -0.030391022
## marital_status_married_civ_spouse -0.021076299 0.010759227
## marital_status_married_spouse_absent 0.074414987 0.327675119
## marital_status_never_married 0.026920192 -0.041111677
## marital_status_separated 0.059506327 -0.248648171
## marital_status_widowed 0.247013208 0.034272740
## occupation_adm_clerical 0.035340480 0.049383460
## occupation_armed_forces -0.092253512 0.036302074
## occupation_craft_repair -0.032159046 0.076728237
## occupation_exec_managerial 0.054250516 -0.047637972
## occupation_farming_fishing 0.085527239 -0.046386808
## occupation_handlers_cleaners -0.067883019 -0.048714238
## occupation_machine_op_inspct 0.125724574 -0.144170733
## occupation_other_service 0.110673090 0.036433916
## occupation_priv_house_serv -0.180418067 -0.095489827
## occupation_prof_specialty -0.016106647 -0.043588922
## occupation_protective_serv 0.031253174 -0.013785652
## occupation_sales -0.092364286 0.174240244
## occupation_tech_support 0.020344276 -0.026877291
## occupation_transport_moving -0.197574002 -0.054993720
## relationship_husband 0.038791200 0.022641239
## relationship_not_in_family -0.057372272 -0.003967683
## relationship_other_relative 0.054443719 -0.195904403
## relationship_own_child 0.036507698 0.057729936
## relationship_unmarried 0.060658807 0.022268238
## relationship_wife -0.165747292 -0.015945349
## race_amer_indian_eskimo -0.084858789 0.014112205
## race_asian_pac_islander -0.010886988 0.002646714
## race_black -0.003474300 -0.018267554
## race_other 0.045707360 0.033228412
## race_white 0.020457339 0.001654604
## sex_female -0.024779219 -0.002475794
## sex_male 0.024779219 0.002475794
## native_country_cambodia 0.050366211 0.033788953
## native_country_canada -0.100121519 -0.097144905
## native_country_china -0.015001409 0.086530477
## native_country_columbia -0.034778789 -0.053153499
## native_country_cuba -0.056341500 -0.065487197
## native_country_dominican_republic 0.003769740 0.228567699
## native_country_ecuador 0.153465146 -0.121981949
## native_country_el_salvador -0.045584010 0.065944223
## native_country_england -0.066754369 -0.069848311
## native_country_france -0.042250094 0.032860540
## native_country_germany 0.017025715 -0.024469316
## native_country_greece 0.023364145 -0.075162054
## native_country_guatemala -0.237604567 -0.118680472
## native_country_haiti 0.058148826 0.156238956
## native_country_holand_netherlands -0.021910909 -0.163807635
## native_country_honduras -0.059276665 -0.062319964
## native_country_hong -0.100898479 0.029612264
## native_country_hungary 0.028285420 -0.023109093
## native_country_india 0.034659298 0.158552758
## native_country_iran -0.023138057 0.004298448
## native_country_ireland 0.020015310 -0.041881450
## native_country_italy 0.115185039 -0.043974657
## native_country_jamaica 0.008253370 0.017000030
## native_country_japan 0.034862474 -0.048791579
## native_country_laos 0.094357006 0.060689678
## native_country_mexico 0.076155532 0.080389256
## native_country_nicaragua 0.040283114 -0.141442380
## native_country_outlying_us(guam_usvi_etc) -0.052443773 -0.114610439
## native_country_peru 0.056855534 -0.018787367
## native_country_philippines 0.075505580 -0.127379237
## native_country_poland 0.075195791 0.110385612
## native_country_portugal -0.158047715 0.011658530
## native_country_puerto_rico 0.016484857 -0.046941349
## native_country_scotland 0.067379655 -0.101648314
## native_country_south -0.081683007 -0.054359285
## native_country_taiwan -0.109722602 0.040814740
## native_country_thailand -0.058673699 0.097304543
## native_country_trinadad&tobago -0.065072072 -0.114048304
## native_country_united_states 0.013711163 0.036272655
## native_country_vietnam -0.034281646 -0.077866304
## native_country_yugoslavia 0.032754915 -0.061383370
## PC27 PC28
## l_capital_gain 0.041802833 -0.0331230153
## l_capital_loss -0.052384075 0.1373478090
## age -0.024323346 -0.0418070953
## fnlwgt 0.302400834 -0.0856716505
## education_num -0.007446748 -0.0239131119
## hours_per_week 0.023468473 0.0490515901
## workclass_federal_gov -0.061754467 0.0015542964
## workclass_local_gov 0.005147618 -0.0045121136
## workclass_private 0.002080300 -0.0185873535
## workclass_self_emp_inc -0.039859425 0.0786052820
## workclass_self_emp_not_inc 0.067856954 -0.0454199697
## workclass_state_gov -0.019861288 0.0229393608
## workclass_without_pay 0.054757901 0.1057005579
## education_1st_4th 0.037996179 -0.1624133287
## education_5th_6th -0.108157819 -0.1391692741
## education_7th_8th 0.049917643 0.0700400351
## education_9th 0.060018038 0.1466985380
## education_10th 0.047989626 -0.0719962770
## education_11th -0.027378050 0.1684575866
## education_12th 0.081707584 -0.2783798901
## education_assoc_acdm 0.136572944 -0.0416384651
## education_assoc_voc -0.133999762 -0.0340772611
## education_bachelors -0.014061005 0.0234417330
## education_doctorate -0.170599110 -0.0733011034
## education_hs_grad -0.023123293 -0.0150718530
## education_masters 0.049524306 -0.0786854799
## education_preschool -0.021236974 0.2708289812
## education_prof_school 0.121853986 0.1335826869
## education_some_college -0.016228399 0.0486466148
## marital_status_divorced -0.002225400 -0.0265970552
## marital_status_married_af_spouse 0.003187282 0.0379789847
## marital_status_married_civ_spouse -0.006137788 -0.0129039682
## marital_status_married_spouse_absent -0.043474530 0.2566460667
## marital_status_never_married 0.001250535 -0.0204515438
## marital_status_separated 0.107419447 0.1088381054
## marital_status_widowed -0.064832875 -0.1382848339
## occupation_adm_clerical 0.097373513 -0.0117718955
## occupation_armed_forces -0.130560512 -0.0328010833
## occupation_craft_repair 0.074572544 -0.0664431239
## occupation_exec_managerial 0.118936677 0.0662448047
## occupation_farming_fishing 0.047898744 0.0555338749
## occupation_handlers_cleaners -0.156682975 0.0624238663
## occupation_machine_op_inspct -0.104053697 0.1808113286
## occupation_other_service 0.050591595 -0.0729484034
## occupation_priv_house_serv 0.100180042 0.1016241816
## occupation_prof_specialty -0.028259521 -0.0055051620
## occupation_protective_serv -0.038092863 0.0800672317
## occupation_sales -0.244703172 -0.1022599596
## occupation_tech_support -0.027671307 -0.0143621997
## occupation_transport_moving 0.141347348 -0.0995213052
## relationship_husband -0.001022931 -0.0214097361
## relationship_not_in_family -0.005059166 -0.0384994319
## relationship_other_relative -0.101145886 0.0811706116
## relationship_own_child 0.039557871 -0.0095707833
## relationship_unmarried 0.021379812 0.0422062222
## relationship_wife -0.003050966 0.0190071394
## race_amer_indian_eskimo -0.527802602 -0.0941720666
## race_asian_pac_islander 0.094018710 -0.0037882030
## race_black 0.014796794 -0.0172057516
## race_other 0.115058981 -0.0862981238
## race_white 0.061592930 0.0646912100
## sex_female 0.001829238 -0.0026041874
## sex_male -0.001829238 0.0026041874
## native_country_cambodia -0.003174554 0.0395605253
## native_country_canada -0.179231301 0.0001865235
## native_country_china -0.004694511 0.0285273457
## native_country_columbia 0.045966116 0.0687835178
## native_country_cuba 0.087431438 -0.0993606836
## native_country_dominican_republic 0.073367762 -0.0218511411
## native_country_ecuador 0.022528758 -0.0813991368
## native_country_el_salvador 0.044245533 0.0681404420
## native_country_england -0.053961571 -0.0617246569
## native_country_france -0.001758043 0.0320417149
## native_country_germany -0.143066555 0.0148289507
## native_country_greece -0.093645765 0.0313289688
## native_country_guatemala 0.124644157 0.1371446606
## native_country_haiti -0.079555954 0.2136443238
## native_country_holand_netherlands -0.116786863 0.1521276715
## native_country_honduras -0.054497068 0.1185723681
## native_country_hong -0.024882594 0.0516051055
## native_country_hungary 0.040490551 -0.0055923311
## native_country_india 0.089118968 0.1324755752
## native_country_iran 0.005279827 -0.1339390894
## native_country_ireland -0.109232575 0.1283753618
## native_country_italy -0.128533256 -0.2517124130
## native_country_jamaica -0.042523113 -0.0089752118
## native_country_japan 0.120882438 -0.0870225176
## native_country_laos -0.009181790 0.1479301893
## native_country_mexico -0.079660123 -0.1587986411
## native_country_nicaragua 0.065615283 0.0370403202
## native_country_outlying_us(guam_usvi_etc) -0.032890818 -0.0008101843
## native_country_peru 0.049926140 0.0681099574
## native_country_philippines 0.085492756 0.0874748713
## native_country_poland -0.156177631 0.2184324549
## native_country_portugal -0.042948023 0.0100945147
## native_country_puerto_rico 0.085070171 0.1088740253
## native_country_scotland -0.046181496 0.0352249318
## native_country_south -0.076056658 -0.1278771423
## native_country_taiwan -0.014625402 -0.1258370257
## native_country_thailand 0.108563206 -0.0502648762
## native_country_trinadad&tobago -0.015560149 -0.0454523590
## native_country_united_states 0.057080696 -0.0001087899
## native_country_vietnam 0.049594659 -0.1075263734
## native_country_yugoslavia 0.074343018 0.0044075268
## PC29 PC30
## l_capital_gain -0.101659435 -0.141687480
## l_capital_loss 0.074541193 0.165037730
## age -0.037383158 -0.005827813
## fnlwgt -0.085011290 0.001763145
## education_num 0.050922342 0.004857947
## hours_per_week 0.054373023 0.018397632
## workclass_federal_gov 0.051167673 -0.058111953
## workclass_local_gov 0.038770080 -0.024525778
## workclass_private 0.036623676 -0.017328689
## workclass_self_emp_inc -0.129267682 0.087172423
## workclass_self_emp_not_inc 0.037963074 -0.016082526
## workclass_state_gov -0.099369509 0.056144436
## workclass_without_pay -0.044749391 0.030537299
## education_1st_4th 0.255082249 0.058860332
## education_5th_6th -0.213872146 0.069396561
## education_7th_8th -0.109907086 0.035498730
## education_9th 0.016283764 -0.270005806
## education_10th 0.006731282 0.314272577
## education_11th -0.319769094 -0.132228022
## education_12th 0.267314457 0.103571194
## education_assoc_acdm -0.272473742 0.081082390
## education_assoc_voc -0.021197148 0.036677537
## education_bachelors 0.111640993 -0.023526065
## education_doctorate -0.035861484 -0.086436013
## education_hs_grad 0.027792843 -0.039938678
## education_masters -0.037421523 -0.040995274
## education_preschool 0.138415075 -0.308674766
## education_prof_school 0.045337895 0.101039441
## education_some_college 0.106305003 0.005837164
## marital_status_divorced 0.072937770 -0.089539915
## marital_status_married_af_spouse -0.025177868 0.096910096
## marital_status_married_civ_spouse -0.002107162 -0.005392794
## marital_status_married_spouse_absent 0.034035618 0.344750701
## marital_status_never_married -0.009066482 -0.021646841
## marital_status_separated -0.073414008 0.057722562
## marital_status_widowed -0.061967173 -0.040196059
## occupation_adm_clerical -0.042366119 -0.011272159
## occupation_armed_forces 0.158170844 -0.055339249
## occupation_craft_repair -0.051820482 0.015717875
## occupation_exec_managerial -0.005738636 0.033790617
## occupation_farming_fishing 0.047044164 -0.053731611
## occupation_handlers_cleaners -0.137265625 0.063317748
## occupation_machine_op_inspct 0.061650620 0.011074140
## occupation_other_service 0.115064485 0.044227666
## occupation_priv_house_serv 0.093170792 -0.103102773
## occupation_prof_specialty 0.064630195 -0.016113939
## occupation_protective_serv -0.019109781 0.009395537
## occupation_sales -0.088913904 -0.083317136
## occupation_tech_support -0.046459875 0.017280628
## occupation_transport_moving 0.050863789 0.015401380
## relationship_husband 0.027761664 -0.024679575
## relationship_not_in_family -0.143927687 0.036733552
## relationship_other_relative 0.096129888 0.087918015
## relationship_own_child 0.048177284 -0.037832276
## relationship_unmarried 0.112307498 -0.051966061
## relationship_wife -0.088470903 0.049874511
## race_amer_indian_eskimo 0.022733225 -0.064055514
## race_asian_pac_islander -0.012001150 -0.003115503
## race_black -0.009761794 0.027781542
## race_other -0.100434954 -0.088460882
## race_white 0.033080829 0.018662526
## sex_female -0.004931061 0.009058215
## sex_male 0.004931061 -0.009058215
## native_country_cambodia 0.170851468 -0.071956116
## native_country_canada 0.009437255 -0.079852306
## native_country_china 0.062804324 0.007946387
## native_country_columbia 0.070193960 0.092543825
## native_country_cuba 0.046888528 0.069569431
## native_country_dominican_republic 0.212151927 0.077929153
## native_country_ecuador 0.008103927 0.060451672
## native_country_el_salvador 0.145947385 -0.199371192
## native_country_england 0.049218385 -0.113542794
## native_country_france 0.014119456 -0.045618643
## native_country_germany 0.013019145 -0.049913766
## native_country_greece -0.065816204 0.098567970
## native_country_guatemala 0.061266659 0.034205229
## native_country_haiti 0.203008079 -0.057001207
## native_country_holand_netherlands 0.120688052 0.103925923
## native_country_honduras -0.085143828 0.190903138
## native_country_hong -0.114588014 -0.136673871
## native_country_hungary -0.010496691 0.033571397
## native_country_india -0.181463496 0.080128033
## native_country_iran -0.030984654 -0.135763612
## native_country_ireland -0.018704520 0.031995708
## native_country_italy -0.055365385 0.210440021
## native_country_jamaica -0.067420082 0.114994019
## native_country_japan -0.028013623 -0.038491475
## native_country_laos -0.079834770 0.002450578
## native_country_mexico -0.073698599 -0.013015337
## native_country_nicaragua 0.013820383 -0.150611534
## native_country_outlying_us(guam_usvi_etc) -0.006101739 -0.067155107
## native_country_peru -0.024561796 0.076146643
## native_country_philippines 0.045338168 0.033361148
## native_country_poland -0.006094248 0.206756587
## native_country_portugal 0.107305243 0.018481604
## native_country_puerto_rico -0.236963096 -0.195015165
## native_country_scotland -0.005028644 -0.004346283
## native_country_south 0.035119739 -0.023123727
## native_country_taiwan -0.092321433 -0.087614288
## native_country_thailand 0.074374669 0.103204614
## native_country_trinadad&tobago -0.047175987 -0.051656478
## native_country_united_states -0.005230070 0.017289680
## native_country_vietnam 0.047454323 0.025527205
## native_country_yugoslavia -0.016947686 -0.052345600
## PC31 PC32
## l_capital_gain 0.042442152 1.729369e-01
## l_capital_loss -0.128651391 -3.711139e-01
## age 0.020513092 -2.866881e-02
## fnlwgt -0.059379844 1.128363e-02
## education_num 0.044709741 -1.610462e-02
## hours_per_week -0.030943784 -2.774926e-02
## workclass_federal_gov 0.020857940 1.171116e-01
## workclass_local_gov -0.045856111 -3.455650e-02
## workclass_private 0.016083521 -4.975772e-02
## workclass_self_emp_inc -0.096571908 -1.172102e-01
## workclass_self_emp_not_inc 0.039257458 8.523127e-02
## workclass_state_gov 0.027892888 4.507287e-02
## workclass_without_pay 0.112397085 -2.345516e-02
## education_1st_4th 0.235159771 -2.867303e-01
## education_5th_6th -0.102571236 1.029518e-01
## education_7th_8th -0.119143715 4.636561e-02
## education_9th 0.226650483 7.819958e-02
## education_10th -0.123712258 1.252711e-01
## education_11th -0.118441263 -2.303784e-02
## education_12th -0.232545643 1.952484e-01
## education_assoc_acdm 0.231300338 1.409613e-01
## education_assoc_voc -0.230063007 -1.719755e-01
## education_bachelors -0.072279181 1.807151e-02
## education_doctorate -0.048486559 4.518006e-02
## education_hs_grad 0.091810273 -6.422603e-02
## education_masters 0.036697625 4.631305e-02
## education_preschool -0.190360474 -5.197529e-02
## education_prof_school 0.054377126 -1.373467e-01
## education_some_college 0.089317796 -1.510109e-02
## marital_status_divorced -0.041774827 1.044867e-01
## marital_status_married_af_spouse 0.049367150 8.829615e-02
## marital_status_married_civ_spouse 0.011540065 4.003199e-03
## marital_status_married_spouse_absent 0.016624792 1.156395e-01
## marital_status_never_married -0.028207053 -4.490289e-02
## marital_status_separated 0.086675734 2.913126e-03
## marital_status_widowed 0.022254486 -1.975725e-01
## occupation_adm_clerical -0.152410324 -1.150064e-01
## occupation_armed_forces 0.049445652 2.546342e-01
## occupation_craft_repair -0.137854874 -1.899440e-02
## occupation_exec_managerial -0.038753978 -2.535121e-02
## occupation_farming_fishing 0.019253820 -4.825339e-02
## occupation_handlers_cleaners 0.138576152 -6.895257e-02
## occupation_machine_op_inspct 0.032902347 2.236066e-01
## occupation_other_service 0.186446819 -4.020543e-02
## occupation_priv_house_serv -0.112609172 1.193732e-01
## occupation_prof_specialty -0.016716692 -1.429068e-02
## occupation_protective_serv 0.063014801 4.094994e-02
## occupation_sales 0.080351609 1.221569e-01
## occupation_tech_support 0.170216320 -7.575654e-02
## occupation_transport_moving -0.181380183 -3.567934e-02
## relationship_husband 0.010920970 -1.548158e-02
## relationship_not_in_family 0.029452349 7.782520e-03
## relationship_other_relative 0.046193153 1.481654e-02
## relationship_own_child -0.053011410 -1.613780e-02
## relationship_unmarried -0.027442828 -1.238102e-02
## relationship_wife 0.005028474 5.337704e-02
## race_amer_indian_eskimo 0.021754782 -2.699159e-02
## race_asian_pac_islander -0.007690071 1.303438e-02
## race_black -0.010124237 -7.884391e-03
## race_other -0.016005589 -6.182328e-02
## race_white 0.010149788 2.362273e-02
## sex_female -0.022484349 -2.734948e-03
## sex_male 0.022484349 2.734948e-03
## native_country_cambodia -0.133673660 -1.031037e-02
## native_country_canada -0.126407968 -7.846500e-02
## native_country_china 0.003059600 9.936572e-02
## native_country_columbia 0.057897682 5.645643e-02
## native_country_cuba -0.033317143 -4.335628e-02
## native_country_dominican_republic -0.010654977 -2.565816e-02
## native_country_ecuador -0.063111899 8.152774e-02
## native_country_el_salvador 0.091633947 4.702277e-02
## native_country_england 0.026076733 3.700697e-02
## native_country_france 0.040404875 9.935799e-02
## native_country_germany -0.101582962 3.182362e-02
## native_country_greece -0.151652340 -1.428472e-01
## native_country_guatemala -0.137300593 1.953883e-01
## native_country_haiti -0.086491437 2.795505e-03
## native_country_holand_netherlands -0.002932918 -9.102388e-02
## native_country_honduras -0.047467291 3.250390e-02
## native_country_hong -0.126707597 -5.582540e-02
## native_country_hungary -0.012666810 -1.122073e-02
## native_country_india 0.043490734 -6.444401e-02
## native_country_iran 0.071821431 9.267478e-02
## native_country_ireland 0.033196802 3.461694e-03
## native_country_italy -0.093344392 1.110345e-01
## native_country_jamaica 0.032887584 -1.342648e-02
## native_country_japan 0.034305146 1.121776e-02
## native_country_laos -0.245229783 1.772289e-01
## native_country_mexico 0.033893956 -1.181671e-01
## native_country_nicaragua -0.101314610 -1.731556e-02
## native_country_outlying_us(guam_usvi_etc) 0.131824831 -2.139608e-02
## native_country_peru 0.119623411 1.051469e-01
## native_country_philippines 0.105284848 -5.123338e-02
## native_country_poland 0.087924340 1.188607e-01
## native_country_portugal 0.223383116 -1.144434e-01
## native_country_puerto_rico -0.022053573 -1.694164e-01
## native_country_scotland 0.117896791 7.902388e-02
## native_country_south -0.028570850 5.627259e-02
## native_country_taiwan -0.070371194 4.276380e-03
## native_country_thailand 0.014949577 -8.202934e-02
## native_country_trinadad&tobago 0.095671561 1.937017e-02
## native_country_united_states 0.002750419 -7.998735e-05
## native_country_vietnam 0.025120168 -6.633259e-03
## native_country_yugoslavia 0.021290456 1.553444e-01
## PC33 PC34
## l_capital_gain 0.0645630917 -0.108072571
## l_capital_loss -0.0909878142 0.174064689
## age -0.0644504047 -0.015684864
## fnlwgt 0.0641455163 -0.173146622
## education_num -0.0059158185 0.028804104
## hours_per_week 0.0918324996 0.002312850
## workclass_federal_gov 0.1101254345 -0.038492597
## workclass_local_gov 0.0359304832 0.014682695
## workclass_private 0.0109266317 0.032362318
## workclass_self_emp_inc -0.0455177646 -0.021279163
## workclass_self_emp_not_inc -0.0074572589 0.000923784
## workclass_state_gov -0.1018570057 -0.043064946
## workclass_without_pay -0.0809585776 0.054894473
## education_1st_4th 0.1972945012 0.054958980
## education_5th_6th -0.0619127178 0.175983892
## education_7th_8th -0.0543181750 -0.068755051
## education_9th -0.2434243233 -0.116827462
## education_10th 0.1841107961 -0.114452658
## education_11th -0.0015177827 0.030559206
## education_12th -0.2806715336 -0.029423538
## education_assoc_acdm -0.1862647779 0.203905511
## education_assoc_voc 0.1128732709 -0.199859932
## education_bachelors -0.0843546944 0.028016943
## education_doctorate -0.0153440315 0.003032298
## education_hs_grad 0.0513608973 0.008666524
## education_masters 0.1459309656 -0.136450759
## education_preschool 0.0176279457 -0.050543283
## education_prof_school -0.0587067031 0.125050030
## education_some_college 0.0583283687 0.059129570
## marital_status_divorced -0.2458552589 -0.037836788
## marital_status_married_af_spouse 0.0372397518 -0.151771867
## marital_status_married_civ_spouse -0.0038683714 0.005447693
## marital_status_married_spouse_absent 0.0320363574 -0.018552917
## marital_status_never_married 0.0388927072 0.030794378
## marital_status_separated 0.3736569885 -0.020945321
## marital_status_widowed -0.0036923705 0.034400962
## occupation_adm_clerical -0.0474030053 0.009183595
## occupation_armed_forces 0.2067482031 -0.104186606
## occupation_craft_repair -0.0623505664 0.070661232
## occupation_exec_managerial -0.0200717276 0.046912627
## occupation_farming_fishing 0.0399551939 -0.007226645
## occupation_handlers_cleaners -0.2287561275 -0.269746595
## occupation_machine_op_inspct 0.0493326668 0.179185761
## occupation_other_service -0.0125846837 0.079603741
## occupation_priv_house_serv 0.0691222041 0.181678714
## occupation_prof_specialty -0.0007396649 0.028561749
## occupation_protective_serv 0.0122189972 0.016667990
## occupation_sales 0.0765358077 -0.125024484
## occupation_tech_support 0.0568818949 -0.121571691
## occupation_transport_moving 0.1395598473 -0.072492399
## relationship_husband 0.0037430418 0.046263416
## relationship_not_in_family 0.0557174331 -0.012054969
## relationship_other_relative -0.2292986127 -0.262552407
## relationship_own_child 0.0154770921 0.088473977
## relationship_unmarried 0.0146298493 0.044133629
## relationship_wife 0.0132811965 -0.084275514
## race_amer_indian_eskimo 0.1208867813 0.218982575
## race_asian_pac_islander 0.0110563947 -0.021111219
## race_black -0.0261318499 -0.002594242
## race_other -0.0544080153 0.009239494
## race_white -0.0036134937 -0.051628482
## sex_female 0.0156546776 -0.007762281
## sex_male -0.0156546776 0.007762281
## native_country_cambodia 0.0099287847 -0.120294990
## native_country_canada 0.0340704015 -0.036057063
## native_country_china 0.0611456491 -0.103039467
## native_country_columbia -0.0026216006 0.045218626
## native_country_cuba 0.0161860817 -0.104469263
## native_country_dominican_republic -0.0391318946 -0.016402531
## native_country_ecuador -0.1326340848 -0.135551547
## native_country_el_salvador 0.0089605871 0.061213968
## native_country_england 0.0280891693 0.158639110
## native_country_france 0.0267475279 0.086312914
## native_country_germany 0.0339244619 -0.053562905
## native_country_greece 0.0490696037 -0.095204913
## native_country_guatemala 0.1036646857 0.092162209
## native_country_haiti -0.1647667400 -0.052346347
## native_country_holand_netherlands -0.1355375950 0.044099696
## native_country_honduras 0.0139352418 0.055893656
## native_country_hong 0.0154135425 -0.039550290
## native_country_hungary -0.0239443567 0.020671016
## native_country_india 0.0128374694 -0.051801745
## native_country_iran 0.0204660009 0.090952864
## native_country_ireland -0.0368437679 0.021021282
## native_country_italy -0.1369120588 0.160708649
## native_country_jamaica -0.0309222408 -0.011779563
## native_country_japan 0.0856913849 0.014558996
## native_country_laos 0.0607071532 0.203372661
## native_country_mexico 0.0160245349 0.007431491
## native_country_nicaragua -0.0392741168 -0.179698838
## native_country_outlying_us(guam_usvi_etc) -0.1556343234 -0.085634681
## native_country_peru 0.1218828721 -0.165540295
## native_country_philippines -0.0911642592 0.092843048
## native_country_poland 0.0640068430 -0.114030643
## native_country_portugal 0.0978675468 -0.052965863
## native_country_puerto_rico 0.0629635288 0.055920695
## native_country_scotland 0.0326785640 0.108029213
## native_country_south 0.0018894234 -0.104098963
## native_country_taiwan 0.0589115926 -0.055775823
## native_country_thailand 0.0017175200 0.123246928
## native_country_trinadad&tobago -0.1570702986 0.008341426
## native_country_united_states -0.0166455773 0.008774162
## native_country_vietnam -0.0104418865 -0.021513570
## native_country_yugoslavia -0.0165482665 0.153014990
## PC35 PC36
## l_capital_gain -0.0607443747 -0.079687739
## l_capital_loss 0.0616455831 -0.019135852
## age -0.0006742182 -0.008436397
## fnlwgt 0.0159399688 -0.096492955
## education_num -0.0056934286 0.004395033
## hours_per_week -0.0185015652 0.023026264
## workclass_federal_gov 0.0585739818 -0.029173015
## workclass_local_gov -0.0545245505 0.025370831
## workclass_private -0.0211129836 -0.003649344
## workclass_self_emp_inc 0.0035642638 0.039616433
## workclass_self_emp_not_inc 0.0103168270 -0.037828403
## workclass_state_gov 0.0499139466 0.017005025
## workclass_without_pay -0.0345935838 -0.005581912
## education_1st_4th 0.0229895650 -0.153296758
## education_5th_6th 0.0904095367 0.055206657
## education_7th_8th 0.0539175303 -0.126971783
## education_9th 0.1265586105 0.411185140
## education_10th -0.5063149872 0.174634335
## education_11th 0.1696996047 -0.321422351
## education_12th 0.1842831958 0.065684008
## education_assoc_acdm -0.2709862609 -0.020067670
## education_assoc_voc 0.1533591284 0.078674074
## education_bachelors -0.0151961299 0.040884257
## education_doctorate -0.0736669760 -0.074120348
## education_hs_grad 0.0328181345 -0.027106549
## education_masters 0.0913528215 0.103821998
## education_preschool -0.1671410068 0.004605328
## education_prof_school -0.0130480730 -0.079588045
## education_some_college -0.0001296617 -0.058342256
## marital_status_divorced 0.0177857035 -0.217133984
## marital_status_married_af_spouse -0.0168764829 -0.193962288
## marital_status_married_civ_spouse 0.0074805255 -0.012509173
## marital_status_married_spouse_absent 0.0834105582 0.116733016
## marital_status_never_married -0.0204027241 0.054882664
## marital_status_separated 0.0417063663 0.183144211
## marital_status_widowed -0.0984645024 0.098095186
## occupation_adm_clerical -0.0803613042 0.156581605
## occupation_armed_forces 0.1593332311 -0.091992955
## occupation_craft_repair -0.0178062991 0.036256517
## occupation_exec_managerial -0.0214445389 -0.028748089
## occupation_farming_fishing -0.0255435064 0.019395642
## occupation_handlers_cleaners -0.0819377320 -0.069254737
## occupation_machine_op_inspct 0.0155614721 -0.035756685
## occupation_other_service 0.0537709589 -0.148458239
## occupation_priv_house_serv 0.0402942774 0.008171297
## occupation_prof_specialty -0.0110350769 0.002148603
## occupation_protective_serv -0.0103948413 -0.083301947
## occupation_sales 0.0473129828 0.043057962
## occupation_tech_support 0.0980540102 -0.065375920
## occupation_transport_moving 0.0359750856 0.097483125
## relationship_husband 0.0034297167 0.013429305
## relationship_not_in_family 0.0399982032 -0.034814801
## relationship_other_relative -0.1489746086 -0.088770857
## relationship_own_child 0.0199113923 0.049335615
## relationship_unmarried -0.0177362428 0.070653406
## relationship_wife 0.0216823450 -0.073560257
## race_amer_indian_eskimo -0.1559669965 0.062566749
## race_asian_pac_islander 0.0160815582 0.003602875
## race_black 0.0486493174 -0.032643269
## race_other -0.0510446557 -0.007880276
## race_white 0.0082553373 0.010058096
## sex_female 0.0085097636 0.009894984
## sex_male -0.0085097636 -0.009894984
## native_country_cambodia -0.0534435382 -0.116100532
## native_country_canada 0.0709432017 -0.004342383
## native_country_china 0.1057438150 -0.027870024
## native_country_columbia -0.0421762515 0.256546667
## native_country_cuba 0.1407281461 0.055213812
## native_country_dominican_republic 0.1194781707 -0.075222324
## native_country_ecuador -0.2066222657 0.033390588
## native_country_el_salvador -0.0306280415 0.117249438
## native_country_england -0.1141967862 -0.114255360
## native_country_france -0.0383567262 -0.045452354
## native_country_germany -0.1275824071 -0.024248286
## native_country_greece -0.0640664285 0.020677096
## native_country_guatemala 0.0254778095 -0.113039861
## native_country_haiti -0.1152704250 -0.026061725
## native_country_holand_netherlands -0.0751900014 -0.087764907
## native_country_honduras 0.0486559720 -0.115492014
## native_country_hong -0.1011790017 0.063080885
## native_country_hungary -0.0086304305 -0.003873397
## native_country_india -0.0065374329 0.160499571
## native_country_iran -0.1601969554 -0.007939743
## native_country_ireland 0.0518521024 0.042413212
## native_country_italy 0.1044515827 -0.011323528
## native_country_jamaica 0.0195279927 -0.060679116
## native_country_japan 0.0040188269 -0.070728056
## native_country_laos 0.0187151184 0.106456889
## native_country_mexico 0.0152284955 0.019319200
## native_country_nicaragua -0.1597307460 -0.112641668
## native_country_outlying_us(guam_usvi_etc) 0.0084789174 0.131649790
## native_country_peru -0.0926962139 -0.162472220
## native_country_philippines 0.0187193355 -0.060277910
## native_country_poland 0.1508887905 0.092913442
## native_country_portugal -0.1100918391 0.065071524
## native_country_puerto_rico 0.0958316766 -0.048488525
## native_country_scotland 0.0225395555 -0.074464731
## native_country_south 0.0942289280 0.020251466
## native_country_taiwan -0.0251379195 0.026219382
## native_country_thailand 0.0049710840 -0.024168934
## native_country_trinadad&tobago 0.2118498029 0.192315333
## native_country_united_states 0.0119498215 -0.001094487
## native_country_vietnam -0.1180236193 -0.094289337
## native_country_yugoslavia -0.0916383425 0.019491526
## PC37 PC38
## l_capital_gain -0.0498042792 -0.0596808700
## l_capital_loss -0.0116546249 0.1159069645
## age -0.0008860384 0.0315916135
## fnlwgt -0.0425041886 0.1856523315
## education_num -0.0228226910 0.0099707014
## hours_per_week -0.0858899446 -0.0758551368
## workclass_federal_gov 0.0118113587 -0.0032436280
## workclass_local_gov -0.1295635922 -0.0087931816
## workclass_private -0.0472011378 -0.0084541959
## workclass_self_emp_inc -0.1087001882 -0.0234526903
## workclass_self_emp_not_inc 0.0865027609 0.0563631066
## workclass_state_gov 0.2614013183 -0.0225252356
## workclass_without_pay -0.2410734402 -0.0072923600
## education_1st_4th 0.0965631167 -0.0520627985
## education_5th_6th 0.0195284919 -0.0047426352
## education_7th_8th -0.2238997651 -0.1521427992
## education_9th -0.0103665603 0.0672201921
## education_10th 0.1350083956 0.0587533460
## education_11th 0.1832223378 -0.0689710456
## education_12th -0.1167185508 0.0095264348
## education_assoc_acdm -0.1585988950 -0.1345505196
## education_assoc_voc 0.0367220254 0.0749838464
## education_bachelors 0.0515241120 -0.0184030554
## education_doctorate -0.1920799447 0.0468625446
## education_hs_grad 0.0269716732 0.0498221141
## education_masters 0.1173382609 -0.1206382765
## education_preschool -0.0151472996 -0.0053305538
## education_prof_school 0.0061374121 0.1051269001
## education_some_college -0.0904023340 0.0481358401
## marital_status_divorced 0.1239948540 0.0216091383
## marital_status_married_af_spouse -0.1200265376 0.1076472043
## marital_status_married_civ_spouse 0.0282105081 0.0054628299
## marital_status_married_spouse_absent -0.0618860562 0.0479150443
## marital_status_never_married -0.0087660360 -0.0298021176
## marital_status_separated -0.2225077346 -0.1802026603
## marital_status_widowed -0.0255220032 0.1625949744
## occupation_adm_clerical 0.0290037208 -0.1327757422
## occupation_armed_forces -0.0340273838 0.0056652599
## occupation_craft_repair -0.0768700790 -0.0318867305
## occupation_exec_managerial -0.0126787319 0.0663346701
## occupation_farming_fishing -0.0421784812 -0.0291341441
## occupation_handlers_cleaners -0.1191943276 0.1736342186
## occupation_machine_op_inspct 0.1102831721 0.0735690443
## occupation_other_service -0.0563869686 0.0134205477
## occupation_priv_house_serv 0.0441423280 0.0318623073
## occupation_prof_specialty -0.0301860047 -0.0306868556
## occupation_protective_serv -0.0151408133 0.0825462485
## occupation_sales 0.0862185562 -0.0418198950
## occupation_tech_support 0.0722623927 0.0720870967
## occupation_transport_moving 0.0569427008 -0.1103939739
## relationship_husband 0.0367573143 -0.0080385827
## relationship_not_in_family -0.0191500651 0.0184078083
## relationship_other_relative -0.0364776325 -0.1673156420
## relationship_own_child 0.0209081640 0.0431156104
## relationship_unmarried -0.0148217790 -0.0111226570
## relationship_wife -0.0301789430 0.0596892992
## race_amer_indian_eskimo -0.1156363674 0.1062618848
## race_asian_pac_islander -0.0122354616 0.0010334580
## race_black 0.0478113733 -0.0119363017
## race_other -0.0037594024 0.0587900981
## race_white -0.0007347908 -0.0353132969
## sex_female 0.0073604690 -0.0021398113
## sex_male -0.0073604690 0.0021398113
## native_country_cambodia -0.0155255454 -0.0569865942
## native_country_canada -0.1212531493 -0.0089337952
## native_country_china -0.1067556678 -0.0263712345
## native_country_columbia -0.0233715921 0.2832436441
## native_country_cuba -0.0869725749 0.0699025617
## native_country_dominican_republic -0.0564047027 0.0172173641
## native_country_ecuador 0.0503455549 -0.1013854293
## native_country_el_salvador -0.0118265299 -0.2081568187
## native_country_england 0.1563339620 0.2214508443
## native_country_france -0.0564293795 -0.0142151262
## native_country_germany 0.0763367954 0.0056582993
## native_country_greece 0.0678464842 -0.0725423397
## native_country_guatemala 0.0096067556 -0.0635240945
## native_country_haiti 0.1057232361 -0.0283512239
## native_country_holand_netherlands 0.0115341384 -0.0808433995
## native_country_honduras 0.1243794710 0.0035942131
## native_country_hong -0.1595844588 -0.0715677988
## native_country_hungary 0.1135402989 0.1492148820
## native_country_india 0.3715148795 0.0077906546
## native_country_iran -0.0386301843 0.0064939811
## native_country_ireland -0.0223200972 -0.1700618357
## native_country_italy -0.0138007589 -0.2206504773
## native_country_jamaica 0.0111156888 -0.2078934881
## native_country_japan 0.0978616154 0.1514335005
## native_country_laos -0.0264066419 0.1303327336
## native_country_mexico 0.0172697335 0.0952023198
## native_country_nicaragua 0.0166709084 0.0748963657
## native_country_outlying_us(guam_usvi_etc) -0.0172721816 0.1068566746
## native_country_peru -0.1032702003 0.1993725633
## native_country_philippines -0.1369766461 -0.0354933999
## native_country_poland -0.0477810021 0.0728900330
## native_country_portugal 0.1001410322 -0.2912282492
## native_country_puerto_rico -0.0799407458 -0.0328790019
## native_country_scotland 0.1199991422 -0.1757753502
## native_country_south 0.0244529979 0.1027811141
## native_country_taiwan -0.1958439332 0.0020933045
## native_country_thailand -0.1348846652 0.0431752088
## native_country_trinadad&tobago 0.0984015738 -0.0258856479
## native_country_united_states -0.0326239653 0.0001604338
## native_country_vietnam 0.1302573513 -0.1326083743
## native_country_yugoslavia 0.0489054701 0.1136222416
## PC39 PC40
## l_capital_gain 0.0905366741 3.409985e-02
## l_capital_loss -0.0453582243 -6.646465e-02
## age -0.0029388624 1.221575e-03
## fnlwgt 0.0678385984 3.407162e-02
## education_num 0.0090364987 1.480840e-02
## hours_per_week 0.0029814862 2.474173e-02
## workclass_federal_gov 0.0280388188 -3.658229e-02
## workclass_local_gov 0.0978186793 -5.792873e-02
## workclass_private -0.0050996273 2.385846e-02
## workclass_self_emp_inc 0.0207016094 -8.000282e-02
## workclass_self_emp_not_inc 0.0021872269 5.477464e-02
## workclass_state_gov -0.1502293208 7.487307e-02
## workclass_without_pay -0.0619758603 -2.285027e-01
## education_1st_4th 0.0100683437 5.610927e-02
## education_5th_6th 0.0133469944 -8.479448e-02
## education_7th_8th -0.0466767684 -5.935709e-02
## education_9th 0.1166241107 2.108457e-02
## education_10th 0.0054167987 -1.276442e-01
## education_11th 0.1123125818 1.985263e-01
## education_12th -0.1661650688 1.530260e-01
## education_assoc_acdm -0.0092669627 1.532440e-01
## education_assoc_voc 0.0583759017 1.545801e-02
## education_bachelors 0.0144622152 -3.539617e-02
## education_doctorate 0.1146087994 2.192730e-02
## education_hs_grad -0.0280188983 -7.628292e-02
## education_masters -0.0496472414 -4.557949e-02
## education_preschool -0.1946101885 7.230990e-03
## education_prof_school -0.0567979661 2.056191e-02
## education_some_college -0.0035165551 -1.636935e-04
## marital_status_divorced 0.0148657069 -9.526131e-02
## marital_status_married_af_spouse -0.1423073583 9.971528e-03
## marital_status_married_civ_spouse 0.0019021322 4.833798e-03
## marital_status_married_spouse_absent 0.1422321233 -2.764196e-03
## marital_status_never_married 0.0330315401 -8.968332e-03
## marital_status_separated -0.2323842324 1.441232e-01
## marital_status_widowed 0.0424366965 5.881284e-02
## occupation_adm_clerical 0.0390757173 5.130170e-02
## occupation_armed_forces 0.0377597493 9.706294e-05
## occupation_craft_repair 0.0015832533 -5.996552e-02
## occupation_exec_managerial 0.0054481720 8.386407e-02
## occupation_farming_fishing 0.0127226298 9.941108e-03
## occupation_handlers_cleaners -0.2037880269 -4.837950e-02
## occupation_machine_op_inspct 0.1044933800 5.757978e-02
## occupation_other_service 0.0503543929 7.707911e-03
## occupation_priv_house_serv -0.0664441206 -5.119666e-02
## occupation_prof_specialty 0.0158394356 -3.094820e-02
## occupation_protective_serv -0.0379505455 5.793614e-02
## occupation_sales -0.0530537656 -5.151168e-02
## occupation_tech_support -0.0762498585 -1.681133e-01
## occupation_transport_moving 0.0826697735 8.417420e-02
## relationship_husband 0.0102176984 -4.348083e-03
## relationship_not_in_family -0.0477433661 3.731089e-02
## relationship_other_relative 0.1370783766 1.260152e-01
## relationship_own_child 0.0020878785 -7.376336e-02
## relationship_unmarried 0.0064925325 -3.872472e-02
## relationship_wife -0.0484597812 1.124805e-02
## race_amer_indian_eskimo -0.0871380724 1.427186e-01
## race_asian_pac_islander 0.0061301738 1.797634e-03
## race_black 0.0144955272 -3.864994e-02
## race_other -0.0186383132 -7.742283e-02
## race_white 0.0141325867 1.106070e-02
## sex_female 0.0190183554 -1.797525e-04
## sex_male -0.0190183554 1.797525e-04
## native_country_cambodia -0.0260833178 2.048295e-01
## native_country_canada 0.1394182579 -1.927410e-01
## native_country_china 0.0250740192 -3.147112e-02
## native_country_columbia 0.0004353111 1.912170e-01
## native_country_cuba -0.0598486061 2.525229e-01
## native_country_dominican_republic -0.0757572328 -5.885345e-02
## native_country_ecuador 0.0199404106 -1.083458e-01
## native_country_el_salvador -0.0302325566 -1.101436e-01
## native_country_england -0.1370545528 -3.039956e-02
## native_country_france 0.0037079656 -2.442792e-01
## native_country_germany 0.0029268737 1.470053e-01
## native_country_greece -0.0032710382 -2.044856e-01
## native_country_guatemala -0.0794497372 -9.810511e-02
## native_country_haiti -0.0968580091 -6.941355e-02
## native_country_holand_netherlands 0.2142644927 1.527857e-01
## native_country_honduras -0.0946964635 -5.804064e-02
## native_country_hong -0.2298142225 2.214383e-01
## native_country_hungary 0.0336408481 5.530416e-02
## native_country_india -0.1229761333 6.818987e-02
## native_country_iran 0.0722271644 -1.227596e-02
## native_country_ireland 0.0607416377 7.658469e-02
## native_country_italy -0.2873491112 -5.596652e-03
## native_country_jamaica 0.1268170872 8.227282e-03
## native_country_japan -0.1093320123 -1.100509e-01
## native_country_laos 0.0514013629 -4.925602e-02
## native_country_mexico 0.0848028650 1.875745e-02
## native_country_nicaragua -0.0826119937 8.353897e-02
## native_country_outlying_us(guam_usvi_etc) -0.0760774149 7.122582e-02
## native_country_peru -0.0058041377 -6.212010e-02
## native_country_philippines -0.1223948730 -1.467516e-01
## native_country_poland 0.1432135785 4.811910e-02
## native_country_portugal -0.1105548613 -6.514900e-02
## native_country_puerto_rico 0.0652891566 4.604921e-02
## native_country_scotland -0.1572899144 2.349577e-01
## native_country_south -0.0483616065 7.916319e-02
## native_country_taiwan 0.1401752808 -9.527573e-02
## native_country_thailand 0.1483911349 2.094282e-01
## native_country_trinadad&tobago 0.0529396579 -1.668644e-01
## native_country_united_states 0.0189256125 2.469768e-03
## native_country_vietnam 0.3774005121 1.962576e-02
## native_country_yugoslavia 0.1489414237 5.797805e-02
## PC41 PC42
## l_capital_gain 0.0391907074 5.837596e-02
## l_capital_loss -0.0247537020 -1.509755e-02
## age 0.0311665520 -5.206076e-03
## fnlwgt -0.0561643675 2.711970e-03
## education_num 0.0002750081 -1.040850e-02
## hours_per_week 0.0180971676 6.663405e-03
## workclass_federal_gov 0.0257252236 -2.627624e-02
## workclass_local_gov 0.0372201025 3.882627e-02
## workclass_private -0.0202002957 -5.247322e-02
## workclass_self_emp_inc -0.0144229532 3.024832e-02
## workclass_self_emp_not_inc 0.0265514074 6.320601e-02
## workclass_state_gov -0.0568736298 -3.982799e-03
## workclass_without_pay 0.0885756441 -2.097322e-01
## education_1st_4th 0.0381794863 3.690065e-02
## education_5th_6th 0.0191441615 -7.472348e-03
## education_7th_8th -0.2166074967 3.061633e-02
## education_9th 0.0257293487 -2.109249e-02
## education_10th 0.0563367853 -6.925966e-02
## education_11th 0.0981644364 9.733384e-03
## education_12th 0.0477325360 -2.989102e-02
## education_assoc_acdm -0.0210144037 4.146799e-02
## education_assoc_voc 0.0952261303 -1.061914e-01
## education_bachelors -0.0668421771 2.756047e-02
## education_doctorate 0.0785083163 -1.151402e-02
## education_hs_grad -0.0342271198 1.171514e-02
## education_masters 0.0475691018 -5.099920e-02
## education_preschool 0.0361587305 5.767129e-02
## education_prof_school -0.0854568673 1.644294e-02
## education_some_college 0.0101272155 3.940669e-02
## marital_status_divorced -0.0583524199 -4.520050e-02
## marital_status_married_af_spouse 0.2970021614 -1.333204e-01
## marital_status_married_civ_spouse -0.0267645910 1.264749e-03
## marital_status_married_spouse_absent -0.0004906544 1.505047e-02
## marital_status_never_married -0.0107958291 1.141759e-02
## marital_status_separated 0.1148932403 1.037746e-01
## marital_status_widowed 0.0650783317 -3.906043e-02
## occupation_adm_clerical -0.0183816489 -2.260811e-02
## occupation_armed_forces -0.0151647337 -1.590880e-01
## occupation_craft_repair -0.0197828803 -3.038749e-02
## occupation_exec_managerial 0.0172805323 1.717058e-02
## occupation_farming_fishing 0.0073305442 -8.895665e-02
## occupation_handlers_cleaners 0.0664840660 1.151621e-01
## occupation_machine_op_inspct 0.0606037749 2.142408e-02
## occupation_other_service -0.0642099999 -4.040365e-02
## occupation_priv_house_serv -0.0116386428 -2.767991e-02
## occupation_prof_specialty -0.0354722927 5.476513e-05
## occupation_protective_serv 0.0217995387 -8.440086e-02
## occupation_sales 0.0149641540 -7.287706e-02
## occupation_tech_support -0.0349423833 1.772450e-01
## occupation_transport_moving 0.0351959847 9.397401e-02
## relationship_husband -0.0229007405 -1.852389e-02
## relationship_not_in_family 0.0357358716 2.051461e-02
## relationship_other_relative -0.0383271972 -2.552632e-02
## relationship_own_child 0.0035199705 -6.050752e-03
## relationship_unmarried -0.0159867899 -5.413004e-03
## relationship_wife 0.0277056622 3.944298e-02
## race_amer_indian_eskimo -0.1954279287 4.918719e-02
## race_asian_pac_islander 0.0165880126 4.994030e-03
## race_black 0.0286615748 -1.686802e-02
## race_other 0.0040566626 -1.518963e-02
## race_white 0.0219167177 1.762699e-03
## sex_female -0.0185107466 4.460278e-03
## sex_male 0.0185107466 -4.460278e-03
## native_country_cambodia 0.0539147538 -6.849227e-02
## native_country_canada 0.0715253743 -4.386607e-03
## native_country_china -0.1758883780 6.063267e-02
## native_country_columbia -0.0053469629 1.579127e-01
## native_country_cuba -0.0268734674 -1.611320e-01
## native_country_dominican_republic 0.1785933812 2.077160e-01
## native_country_ecuador -0.0166790035 -2.395134e-01
## native_country_el_salvador 0.0411033638 1.288480e-01
## native_country_england 0.2654623464 -1.547466e-01
## native_country_france -0.2021291267 1.546528e-01
## native_country_germany -0.1501872811 -8.857284e-02
## native_country_greece 0.0330648650 -4.398221e-02
## native_country_guatemala -0.0986477445 -1.261039e-01
## native_country_haiti -0.0159739761 -2.576893e-02
## native_country_holand_netherlands -0.0291818201 -5.486690e-02
## native_country_honduras 0.1362948212 1.364448e-01
## native_country_hong -0.1655123567 2.273004e-02
## native_country_hungary -0.0330014384 2.322375e-01
## native_country_india -0.0196472121 -1.446422e-01
## native_country_iran 0.3203540549 1.611655e-02
## native_country_ireland -0.0231608213 -8.148433e-02
## native_country_italy -0.0053428772 2.376504e-01
## native_country_jamaica 0.0409536069 -2.754974e-02
## native_country_japan -0.2492510394 -6.613219e-02
## native_country_laos 0.1183656373 1.072644e-01
## native_country_mexico -0.0526977627 -9.371665e-02
## native_country_nicaragua 0.0780144757 2.999881e-01
## native_country_outlying_us(guam_usvi_etc) 0.1304733431 5.364460e-02
## native_country_peru -0.3261246709 -1.949395e-02
## native_country_philippines 0.2055990493 -1.189444e-01
## native_country_poland 0.1002836372 7.509163e-02
## native_country_portugal -0.0712018387 4.530953e-02
## native_country_puerto_rico -0.0410429604 1.780457e-02
## native_country_scotland 0.0799171613 -1.756325e-01
## native_country_south -0.1255944494 1.401187e-01
## native_country_taiwan 0.1073864298 -8.509459e-02
## native_country_thailand -0.0400238863 -1.963912e-01
## native_country_trinadad&tobago -0.0839992270 -9.138267e-02
## native_country_united_states -0.0009164817 5.510335e-03
## native_country_vietnam 0.0903541820 3.343289e-01
## native_country_yugoslavia -0.1405248113 -3.774521e-02
## PC43 PC44
## l_capital_gain -0.1077163780 -2.973410e-02
## l_capital_loss -0.0203769677 1.679774e-02
## age -0.0157856567 1.948048e-02
## fnlwgt -0.0032916495 2.458904e-02
## education_num 0.0186832518 1.178683e-02
## hours_per_week 0.0334655031 -5.387228e-02
## workclass_federal_gov 0.0074254538 -6.060505e-03
## workclass_local_gov -0.0195711546 -4.773888e-02
## workclass_private -0.0023321893 -1.224343e-02
## workclass_self_emp_inc -0.0012111626 -2.063766e-02
## workclass_self_emp_not_inc 0.0104549789 2.630113e-02
## workclass_state_gov 0.0353001381 6.099516e-02
## workclass_without_pay -0.2391245466 1.254342e-01
## education_1st_4th 0.0124568769 3.585878e-02
## education_5th_6th 0.0179755918 2.222838e-02
## education_7th_8th 0.0681747961 6.739927e-02
## education_9th -0.0419161282 -3.694260e-02
## education_10th -0.0699540064 -7.434268e-02
## education_11th -0.0210120264 1.202655e-02
## education_12th -0.0785516766 -1.021838e-01
## education_assoc_acdm 0.0121851765 1.550713e-02
## education_assoc_voc 0.0585312681 5.502804e-02
## education_bachelors 0.0160537424 2.034304e-02
## education_doctorate -0.0190647917 -1.241670e-02
## education_hs_grad 0.0013395223 1.409619e-02
## education_masters -0.0141145411 -9.830331e-03
## education_preschool -0.0003496083 -1.443014e-02
## education_prof_school 0.0203495868 1.799511e-02
## education_some_college -0.0016143069 -3.459399e-02
## marital_status_divorced 0.0066531906 7.548928e-02
## marital_status_married_af_spouse 0.1116487309 -1.134640e-01
## marital_status_married_civ_spouse -0.0018394898 1.700907e-03
## marital_status_married_spouse_absent -0.0335968515 -2.418998e-02
## marital_status_never_married 0.0077431067 -1.731039e-03
## marital_status_separated -0.0593975518 -6.810787e-02
## marital_status_widowed 0.0364684903 -5.227139e-02
## occupation_adm_clerical 0.0132485693 1.166593e-02
## occupation_armed_forces -0.0164299530 -3.950249e-02
## occupation_craft_repair -0.0304208918 5.990429e-03
## occupation_exec_managerial -0.0148932181 1.379171e-02
## occupation_farming_fishing -0.0424965306 -6.876641e-02
## occupation_handlers_cleaners 0.0353307330 -1.587085e-02
## occupation_machine_op_inspct 0.0133603375 1.806938e-02
## occupation_other_service 0.0345785917 6.268216e-03
## occupation_priv_house_serv 0.0137434137 6.937282e-03
## occupation_prof_specialty 0.0241485887 4.453500e-03
## occupation_protective_serv -0.0193524958 -2.448361e-02
## occupation_sales -0.0303675526 -3.140784e-03
## occupation_tech_support -0.0359495746 -3.138375e-02
## occupation_transport_moving 0.0332645056 3.325375e-02
## relationship_husband 0.0092585888 2.312932e-03
## relationship_not_in_family -0.0191362345 -1.117263e-02
## relationship_other_relative -0.0061834247 9.055751e-03
## relationship_own_child 0.0024676404 4.240491e-02
## relationship_unmarried 0.0184236014 -2.932586e-02
## relationship_wife -0.0079367282 -1.789857e-02
## race_amer_indian_eskimo -0.0349195562 1.075091e-01
## race_asian_pac_islander -0.0004672783 -1.422946e-02
## race_black 0.0093878352 1.538706e-03
## race_other 0.0090763287 8.083782e-03
## race_white -0.0001306886 -2.674412e-02
## sex_female -0.0059995672 -2.304589e-03
## sex_male 0.0059995672 2.304589e-03
## native_country_cambodia -0.1097547122 -1.105703e-01
## native_country_canada 0.0950592830 6.416513e-02
## native_country_china -0.1327241755 4.660390e-02
## native_country_columbia -0.1278217490 -1.592026e-01
## native_country_cuba -0.1537064406 4.227479e-01
## native_country_dominican_republic -0.1111115809 7.912970e-02
## native_country_ecuador 0.0300924748 9.872292e-02
## native_country_el_salvador -0.0188765292 1.545801e-01
## native_country_england -0.3283084929 -1.792361e-01
## native_country_france 0.0098408453 -2.278672e-01
## native_country_germany -0.1189847237 -9.041217e-02
## native_country_greece 0.0515219146 1.249056e-02
## native_country_guatemala 0.1092261322 -2.022148e-02
## native_country_haiti 0.1327034465 -1.219594e-01
## native_country_holand_netherlands -0.0554122189 3.835262e-02
## native_country_honduras -0.1968387826 5.602537e-02
## native_country_hong -0.2238940383 8.154290e-02
## native_country_hungary -0.0929894674 2.798860e-01
## native_country_india 0.0360236625 -3.884719e-02
## native_country_iran 0.2342015132 2.333088e-01
## native_country_ireland -0.1078943634 -1.031398e-01
## native_country_italy 0.0703216506 -1.991686e-01
## native_country_jamaica -0.0586837475 1.423655e-01
## native_country_japan 0.0412833076 -1.959025e-02
## native_country_laos 0.2299994066 1.757370e-01
## native_country_mexico 0.0152913942 -3.709966e-02
## native_country_nicaragua 0.1671444370 -1.679868e-02
## native_country_outlying_us(guam_usvi_etc) 0.2777890754 -2.212890e-02
## native_country_peru 0.0615293725 3.001177e-02
## native_country_philippines -0.0386669742 1.032713e-01
## native_country_poland 0.1069304159 1.877576e-02
## native_country_portugal 0.1724610902 1.382951e-01
## native_country_puerto_rico -0.0088302956 -2.515060e-01
## native_country_scotland 0.1442511931 -1.063293e-02
## native_country_south 0.1776449266 3.867347e-02
## native_country_taiwan -0.0193240909 -6.873690e-02
## native_country_thailand 0.3637502431 -2.749123e-01
## native_country_trinadad&tobago -0.1221272400 -1.627594e-01
## native_country_united_states 0.0051070134 4.837186e-05
## native_country_vietnam -0.2071114279 -1.611033e-01
## native_country_yugoslavia -0.0041796536 2.036441e-01
## PC45 PC46
## l_capital_gain -2.559581e-02 -0.0021984369
## l_capital_loss -6.086313e-02 0.0193248988
## age -5.569315e-03 -0.0270466860
## fnlwgt 1.190376e-02 0.0206041462
## education_num 7.117397e-04 -0.0017577301
## hours_per_week -6.740551e-03 0.0242083924
## workclass_federal_gov -1.111652e-02 -0.0063705702
## workclass_local_gov -1.742282e-02 -0.0063177511
## workclass_private -5.803804e-04 -0.0041053500
## workclass_self_emp_inc 2.987447e-02 -0.0148569996
## workclass_self_emp_not_inc -1.720607e-02 -0.0017455029
## workclass_state_gov 3.339840e-02 0.0381805014
## workclass_without_pay -4.704222e-02 0.0013502436
## education_1st_4th 6.450382e-03 0.0081020101
## education_5th_6th -2.542459e-03 0.0147251599
## education_7th_8th 4.209183e-03 0.0428252344
## education_9th -8.755884e-03 -0.0133077028
## education_10th -4.575738e-03 -0.0317821144
## education_11th 3.803384e-02 -0.0072951294
## education_12th 1.871673e-02 -0.0158719560
## education_assoc_acdm -5.946442e-03 -0.0085694470
## education_assoc_voc -7.858329e-02 -0.0267855104
## education_bachelors 3.407444e-02 -0.0020037864
## education_doctorate -3.106516e-02 -0.0374566459
## education_hs_grad -1.679350e-02 0.0059488337
## education_masters 1.906245e-02 0.0359988680
## education_preschool -1.125839e-02 -0.0283439090
## education_prof_school -7.573003e-03 0.0048760689
## education_some_college 1.101429e-02 0.0083023898
## marital_status_divorced 6.557936e-03 0.0059842012
## marital_status_married_af_spouse 8.013021e-02 0.1790292837
## marital_status_married_civ_spouse -8.975862e-03 -0.0196146967
## marital_status_married_spouse_absent 1.566619e-03 -0.0093839094
## marital_status_never_married 4.755821e-03 0.0102700420
## marital_status_separated -1.324861e-02 -0.0163657893
## marital_status_widowed -9.696453e-05 0.0122285554
## occupation_adm_clerical -1.991342e-02 -0.0318567007
## occupation_armed_forces 9.420642e-03 -0.0307086123
## occupation_craft_repair 4.730729e-02 0.0233774693
## occupation_exec_managerial 1.055173e-02 0.0040013483
## occupation_farming_fishing -1.210483e-02 -0.0336466844
## occupation_handlers_cleaners -1.034238e-01 -0.0556972443
## occupation_machine_op_inspct 1.852178e-02 0.0086608050
## occupation_other_service -1.621479e-02 -0.0111580326
## occupation_priv_house_serv -2.949139e-03 -0.0038009212
## occupation_prof_specialty 5.261720e-04 0.0161045304
## occupation_protective_serv -1.983284e-02 -0.0362105804
## occupation_sales -2.938945e-02 -0.0130490296
## occupation_tech_support 4.483786e-02 0.0057460759
## occupation_transport_moving 6.989491e-02 0.1081669201
## relationship_husband -8.374250e-03 -0.0080817676
## relationship_not_in_family -1.361689e-02 -0.0116475562
## relationship_other_relative 9.348806e-03 -0.0150989401
## relationship_own_child 7.702998e-03 0.0188942300
## relationship_unmarried 1.614569e-02 0.0201048222
## relationship_wife 3.830404e-03 -0.0058034656
## race_amer_indian_eskimo 7.031720e-02 -0.0016003160
## race_asian_pac_islander -5.801178e-03 -0.0001934598
## race_black -9.017195e-03 0.0055527478
## race_other -1.844621e-02 -0.0133467301
## race_white -4.742778e-03 -0.0007308381
## sex_female -8.951257e-04 -0.0013711044
## sex_male 8.951257e-04 0.0013711044
## native_country_cambodia 2.050023e-01 0.2403869095
## native_country_canada 1.689085e-01 -0.4349897832
## native_country_china -2.945057e-01 -0.0049597955
## native_country_columbia 3.036268e-02 -0.0178002282
## native_country_cuba 7.744291e-02 -0.1367081481
## native_country_dominican_republic -9.255931e-02 -0.0429985082
## native_country_ecuador 1.413856e-01 -0.1079947557
## native_country_el_salvador -1.529409e-01 0.0684357813
## native_country_england -5.624973e-02 -0.1132893001
## native_country_france 3.610929e-01 0.0440581898
## native_country_germany -3.155259e-01 0.3953076749
## native_country_greece -1.052476e-01 0.1605144986
## native_country_guatemala -1.669562e-01 -0.0630289478
## native_country_haiti 1.236969e-01 -0.0599139989
## native_country_holand_netherlands -1.352364e-01 0.1218053616
## native_country_honduras 1.282750e-01 0.0705892294
## native_country_hong 7.984537e-02 -0.1707776083
## native_country_hungary 2.760749e-01 0.1870977748
## native_country_india 1.453308e-02 -0.0859983264
## native_country_iran -1.554003e-01 0.1899061112
## native_country_ireland -4.217556e-02 -0.0825574138
## native_country_italy -8.237698e-02 0.0250928203
## native_country_jamaica -1.101663e-01 -0.0444406735
## native_country_japan -2.023788e-01 -0.2063701169
## native_country_laos -1.053972e-01 -0.0460488081
## native_country_mexico 7.553412e-02 0.0250542530
## native_country_nicaragua 8.308416e-02 -0.0761614939
## native_country_outlying_us(guam_usvi_etc) -2.200852e-01 -0.0471368066
## native_country_peru -2.285104e-02 -0.0073702800
## native_country_philippines 1.253757e-01 0.1292920557
## native_country_poland 1.080898e-01 0.0135308526
## native_country_portugal 1.182806e-01 0.0857526861
## native_country_puerto_rico -3.098852e-02 0.1230031722
## native_country_scotland 1.722827e-01 -0.2260646221
## native_country_south 2.822576e-02 0.1270564876
## native_country_taiwan 2.393528e-01 0.1443372028
## native_country_thailand 3.371004e-02 -0.0496042921
## native_country_trinadad&tobago 9.875389e-02 0.1839715311
## native_country_united_states -5.373156e-03 -0.0062883714
## native_country_vietnam -8.755015e-02 -0.2858966185
## native_country_yugoslavia 1.252382e-01 0.0930950266
## PC47 PC48
## l_capital_gain -0.0272476816 -0.0173569882
## l_capital_loss 0.0079328482 0.0010945813
## age -0.0056893517 0.0090865558
## fnlwgt -0.0110891756 -0.0120840956
## education_num -0.0012964148 0.0053878715
## hours_per_week 0.0220274938 -0.0178014538
## workclass_federal_gov 0.0057656102 -0.0009031247
## workclass_local_gov 0.0075077289 -0.0052749252
## workclass_private 0.0106196158 0.0073267477
## workclass_self_emp_inc -0.0321091551 0.0189635580
## workclass_self_emp_not_inc 0.0204065301 0.0112647023
## workclass_state_gov -0.0152763426 -0.0309492383
## workclass_without_pay -0.1912939137 -0.0989851567
## education_1st_4th -0.0302605189 0.0076348661
## education_5th_6th 0.0132188408 -0.0007941764
## education_7th_8th 0.0786246251 -0.0232608492
## education_9th 0.0097680826 -0.0093074875
## education_10th -0.0262051532 0.0088501856
## education_11th -0.0407032905 0.0047826180
## education_12th -0.0076087711 -0.0139879670
## education_assoc_acdm -0.0074078203 -0.0237590051
## education_assoc_voc 0.0063451132 0.0166411532
## education_bachelors 0.0073455747 0.0008380889
## education_doctorate 0.0285151937 0.0290631273
## education_hs_grad -0.0001342573 0.0056451271
## education_masters -0.0369702327 -0.0164748163
## education_preschool 0.0033988016 0.0071077283
## education_prof_school 0.0399089811 0.0060146887
## education_some_college -0.0020565826 0.0011677798
## marital_status_divorced 0.0106989263 0.0029172226
## marital_status_married_af_spouse 0.1001546255 0.0880893807
## marital_status_married_civ_spouse -0.0090189493 0.0001414099
## marital_status_married_spouse_absent 0.0133941527 0.0000751121
## marital_status_never_married 0.0024844024 -0.0049475793
## marital_status_separated -0.0177136212 -0.0085911854
## marital_status_widowed -0.0085788750 0.0022682117
## occupation_adm_clerical 0.0045758891 0.0189930070
## occupation_armed_forces -0.0211767814 -0.0520811099
## occupation_craft_repair 0.0171576600 -0.0002699998
## occupation_exec_managerial 0.0228185737 -0.0207836089
## occupation_farming_fishing -0.0084678479 0.0045814416
## occupation_handlers_cleaners 0.0140484478 0.0081211939
## occupation_machine_op_inspct -0.0346540380 0.0042097950
## occupation_other_service -0.0066331628 0.0208769939
## occupation_priv_house_serv -0.0149881091 0.0061042559
## occupation_prof_specialty 0.0024180456 -0.0068121482
## occupation_protective_serv 0.0255211170 0.0224508615
## occupation_sales -0.0187505638 0.0025104212
## occupation_tech_support 0.0154640110 0.0146365563
## occupation_transport_moving -0.0251491917 -0.0585734340
## relationship_husband -0.0020875227 0.0086384121
## relationship_not_in_family -0.0315335787 0.0107379610
## relationship_other_relative 0.0234252030 -0.0054437421
## relationship_own_child 0.0241609045 -0.0046706992
## relationship_unmarried 0.0118712385 -0.0171692733
## relationship_wife -0.0063975646 -0.0052156490
## race_amer_indian_eskimo -0.0337858818 0.0304073439
## race_asian_pac_islander 0.0018029746 -0.0050076225
## race_black 0.0035188780 -0.0015610363
## race_other 0.0021589151 0.0093055419
## race_white 0.0051386815 -0.0071953635
## sex_female 0.0031137104 -0.0055730729
## sex_male -0.0031137104 0.0055730729
## native_country_cambodia -0.0364885208 -0.3625947581
## native_country_canada -0.2342172669 -0.3220054460
## native_country_china 0.0370490784 0.0574119219
## native_country_columbia -0.0782863978 0.0233164898
## native_country_cuba 0.2574920206 0.3309279477
## native_country_dominican_republic -0.1141892408 -0.0434585906
## native_country_ecuador 0.0983368195 0.0112025434
## native_country_el_salvador 0.1177180912 -0.1117240018
## native_country_england 0.3672914146 -0.1325528214
## native_country_france 0.2696957823 0.1152128647
## native_country_germany -0.1926166419 0.0482071134
## native_country_greece 0.0015609979 0.0613343767
## native_country_guatemala -0.1457429813 0.0799008977
## native_country_haiti -0.0626418752 0.3167252921
## native_country_holand_netherlands 0.1241988408 -0.0501419180
## native_country_honduras -0.1874376100 -0.0780021474
## native_country_hong -0.1373827100 -0.0666008515
## native_country_hungary -0.1676337648 0.1080026048
## native_country_india 0.0548700105 -0.1494130977
## native_country_iran -0.2293577392 0.1895865072
## native_country_ireland -0.0462184656 0.3115949070
## native_country_italy 0.0082094028 -0.0701352114
## native_country_jamaica 0.1765151205 -0.2347845504
## native_country_japan -0.2005830574 0.1220406765
## native_country_laos 0.2750869623 0.0025658208
## native_country_mexico -0.0123355239 -0.0042578626
## native_country_nicaragua -0.1157957965 0.0199609614
## native_country_outlying_us(guam_usvi_etc) 0.0393472488 -0.1822733152
## native_country_peru 0.0257561082 -0.1430750305
## native_country_philippines -0.0771346798 0.0161284303
## native_country_poland -0.0236260989 0.0125105948
## native_country_portugal 0.1377456819 -0.0440024705
## native_country_puerto_rico 0.1719748591 0.0560393535
## native_country_scotland -0.1014763791 0.1253792639
## native_country_south 0.1834799914 -0.0547314733
## native_country_taiwan 0.0311357698 0.1720237422
## native_country_thailand -0.1349419171 -0.0916272264
## native_country_trinadad&tobago -0.2231059344 0.0199621737
## native_country_united_states 0.0053947240 0.0019628649
## native_country_vietnam -0.0104828060 0.1431288263
## native_country_yugoslavia -0.0661516987 -0.2608199881
## PC49 PC50
## l_capital_gain -0.0048212240 -0.0148022631
## l_capital_loss -0.0087634938 0.0005997085
## age 0.0023832036 0.0040243808
## fnlwgt 0.0135945159 -0.0043560875
## education_num -0.0093120362 0.0011319491
## hours_per_week 0.0160161972 0.0030276202
## workclass_federal_gov -0.0015603199 0.0018233537
## workclass_local_gov 0.0239695993 -0.0051676765
## workclass_private 0.0019517216 0.0084921839
## workclass_self_emp_inc 0.0074652305 0.0082785852
## workclass_self_emp_not_inc -0.0071660553 0.0006915597
## workclass_state_gov -0.0208568377 -0.0260902308
## workclass_without_pay -0.0846747564 0.0371640816
## education_1st_4th -0.0200730016 0.0047811958
## education_5th_6th -0.0096966608 -0.0035487849
## education_7th_8th -0.0225193695 -0.0115569498
## education_9th 0.0200513982 0.0041171642
## education_10th 0.0448309995 0.0032407123
## education_11th 0.0231510781 -0.0117576855
## education_12th 0.0160272347 -0.0025345561
## education_assoc_acdm -0.0116103388 -0.0082708627
## education_assoc_voc -0.0468990803 -0.0213788474
## education_bachelors 0.0025226674 0.0014409125
## education_doctorate 0.0236981391 -0.0114825047
## education_hs_grad -0.0077583208 -0.0020685771
## education_masters -0.0037574322 0.0050956095
## education_preschool -0.0010012885 0.0045140876
## education_prof_school -0.0110206671 0.0007759990
## education_some_college 0.0088383063 0.0219545020
## marital_status_divorced -0.0052789409 -0.0173754439
## marital_status_married_af_spouse 0.1362803050 -0.1101551858
## marital_status_married_civ_spouse -0.0036557829 0.0092202455
## marital_status_married_spouse_absent 0.0195881498 0.0060263530
## marital_status_never_married -0.0084400458 0.0031558387
## marital_status_separated -0.0106610768 0.0204868196
## marital_status_widowed 0.0221909946 -0.0081716898
## occupation_adm_clerical 0.0350678862 0.0086527484
## occupation_armed_forces -0.0127493549 0.0543381439
## occupation_craft_repair 0.0283306989 0.0150837997
## occupation_exec_managerial -0.0044966957 0.0046962185
## occupation_farming_fishing -0.0184526357 0.0052118661
## occupation_handlers_cleaners -0.0345381740 0.0035654139
## occupation_machine_op_inspct -0.0012770302 -0.0122061054
## occupation_other_service 0.0146417217 -0.0108408771
## occupation_priv_house_serv -0.0024755222 0.0088849963
## occupation_prof_specialty -0.0125908762 0.0140607399
## occupation_protective_serv 0.0167229269 -0.0117290087
## occupation_sales 0.0069312806 -0.0247587760
## occupation_tech_support -0.0177607859 -0.0151236412
## occupation_transport_moving -0.0464564104 0.0052492934
## relationship_husband 0.0112522140 0.0028338085
## relationship_not_in_family 0.0062969545 -0.0087614573
## relationship_other_relative 0.0061783322 -0.0132178299
## relationship_own_child -0.0032080526 0.0030574425
## relationship_unmarried -0.0104437009 0.0089841466
## relationship_wife -0.0238135863 0.0040244608
## race_amer_indian_eskimo 0.0070804416 0.0032180401
## race_asian_pac_islander 0.0004327562 0.0009695046
## race_black -0.0070175685 -0.0014905583
## race_other -0.0013193583 0.0012347862
## race_white 0.0040253167 -0.0004355444
## sex_female -0.0002231613 0.0039872724
## sex_male 0.0002231613 -0.0039872724
## native_country_cambodia -0.1579147927 -0.1309161215
## native_country_canada 0.0956428546 -0.0119873698
## native_country_china 0.2009576371 0.1353502851
## native_country_columbia 0.0950160181 -0.1962854216
## native_country_cuba -0.0753105924 -0.0677755987
## native_country_dominican_republic 0.1330539093 0.0685470040
## native_country_ecuador -0.1269413828 0.0809098341
## native_country_el_salvador -0.1564781996 -0.0334529005
## native_country_england -0.0453827564 0.1281072242
## native_country_france 0.1798185475 -0.0582488569
## native_country_germany 0.0552248467 0.1339633178
## native_country_greece 0.0671692555 0.0360432313
## native_country_guatemala -0.0446620760 0.0269344681
## native_country_haiti -0.2076584453 -0.0488882610
## native_country_holand_netherlands -0.0636633769 -0.2340718724
## native_country_honduras -0.1756077455 0.0297963505
## native_country_hong -0.1203527339 -0.0136172588
## native_country_hungary -0.1080223629 0.3833917247
## native_country_india 0.1141156479 -0.0031768978
## native_country_iran -0.0199431207 -0.1214158782
## native_country_ireland 0.3104128807 0.1637895464
## native_country_italy -0.1264166503 -0.0824298674
## native_country_jamaica 0.2174125073 -0.0488886281
## native_country_japan -0.1490591927 -0.4789063880
## native_country_laos -0.0661131046 0.1458575834
## native_country_mexico 0.0925993127 0.0137396421
## native_country_nicaragua 0.3805926286 -0.0296116026
## native_country_outlying_us(guam_usvi_etc) -0.2199430105 0.2220127102
## native_country_peru -0.1884198445 0.3054747118
## native_country_philippines 0.1414456091 -0.0165623696
## native_country_poland -0.2140270909 -0.2505842443
## native_country_portugal -0.0218903511 -0.0280706480
## native_country_puerto_rico -0.1696176786 -0.0526827329
## native_country_scotland 0.0090263211 0.1564045531
## native_country_south 0.0742932512 -0.0013772013
## native_country_taiwan -0.2114554356 -0.0293995237
## native_country_thailand -0.0352801748 0.2143599831
## native_country_trinadad&tobago -0.0065630103 0.1017106354
## native_country_united_states -0.0001767155 0.0019877128
## native_country_vietnam -0.2283840874 0.0769256697
## native_country_yugoslavia 0.1572980221 -0.2056550243
## PC51 PC52
## l_capital_gain -0.0381648729 -0.0101166029
## l_capital_loss 0.0121217881 0.0075582916
## age 0.0165883138 0.0065814361
## fnlwgt 0.0149806606 0.0020774219
## education_num -0.0049405448 0.0089564474
## hours_per_week -0.0076970988 -0.0311115455
## workclass_federal_gov 0.0079132916 -0.0033015401
## workclass_local_gov 0.0018233685 -0.0097720035
## workclass_private -0.0018210997 0.0020211709
## workclass_self_emp_inc -0.0214653198 0.0028924210
## workclass_self_emp_not_inc 0.0051214772 -0.0108952950
## workclass_state_gov 0.0052559393 0.0255537415
## workclass_without_pay 0.0232661472 -0.0257188272
## education_1st_4th -0.0131206192 0.0239161579
## education_5th_6th 0.0008715364 0.0010505905
## education_7th_8th 0.0035089353 0.0103328987
## education_9th 0.0149137130 -0.0109971935
## education_10th 0.0177896339 -0.0498298332
## education_11th 0.0154571126 -0.0197245749
## education_12th -0.0001866409 -0.0296576864
## education_assoc_acdm -0.0008812883 -0.0117510450
## education_assoc_voc 0.0092431225 0.0286792369
## education_bachelors 0.0045992370 0.0106650765
## education_doctorate 0.0147634782 -0.0115232262
## education_hs_grad -0.0022904897 0.0266945073
## education_masters -0.0033649948 -0.0107939223
## education_preschool -0.0035056247 -0.0002268359
## education_prof_school -0.0045727027 0.0075089548
## education_some_college -0.0233430007 -0.0102080770
## marital_status_divorced 0.0268308321 0.0203375783
## marital_status_married_af_spouse 0.0081761738 0.0159302501
## marital_status_married_civ_spouse 0.0030656793 0.0051019478
## marital_status_married_spouse_absent 0.0044020929 -0.0092943706
## marital_status_never_married -0.0026550017 0.0037685898
## marital_status_separated -0.0581161497 -0.0608644610
## marital_status_widowed -0.0010466331 -0.0010194050
## occupation_adm_clerical 0.0190935139 0.0195738639
## occupation_armed_forces 0.0179125454 -0.0295325938
## occupation_craft_repair 0.0158615031 -0.0040360585
## occupation_exec_managerial 0.0075276869 -0.0022899487
## occupation_farming_fishing -0.0122814640 -0.0175305075
## occupation_handlers_cleaners -0.0034236006 0.0038009864
## occupation_machine_op_inspct -0.0155119727 -0.0021598171
## occupation_other_service 0.0010226102 0.0125477250
## occupation_priv_house_serv -0.0064045478 0.0105949748
## occupation_prof_specialty -0.0049181340 0.0145330250
## occupation_protective_serv 0.0198456192 -0.0046519106
## occupation_sales 0.0111276678 0.0185779713
## occupation_tech_support -0.0289445242 -0.0218156999
## occupation_transport_moving -0.0336158799 -0.0544021661
## relationship_husband 0.0100700392 0.0040847691
## relationship_not_in_family -0.0086778066 -0.0186327326
## relationship_other_relative 0.0177325081 -0.0003183745
## relationship_own_child -0.0078952221 0.0141081272
## relationship_unmarried 0.0056068236 0.0045576849
## relationship_wife -0.0147954724 -0.0008947217
## race_amer_indian_eskimo -0.0424609342 0.0535422463
## race_asian_pac_islander 0.0023656896 -0.0095240411
## race_black 0.0041524728 -0.0013885440
## race_other 0.0058935977 0.0087211782
## race_white 0.0058293638 -0.0115256452
## sex_female 0.0032776782 -0.0021457895
## sex_male -0.0032776782 0.0021457895
## native_country_cambodia 0.0109567672 0.3750884950
## native_country_canada 0.0038830497 0.0014941795
## native_country_china -0.1861819820 0.1664092600
## native_country_columbia 0.2659185512 0.2228294806
## native_country_cuba -0.1709752099 0.1708671179
## native_country_dominican_republic 0.1780009527 -0.1496300104
## native_country_ecuador -0.1992197277 -0.1132682747
## native_country_el_salvador 0.0600709063 -0.1085828030
## native_country_england -0.1334461092 -0.1524014663
## native_country_france -0.0154915372 0.1710732139
## native_country_germany 0.0092300020 -0.2269944612
## native_country_greece 0.2029147229 0.3123808961
## native_country_guatemala 0.0780785601 0.1214406500
## native_country_haiti -0.0814146601 0.0475956923
## native_country_holand_netherlands 0.1305523388 -0.2465089538
## native_country_honduras -0.3410536802 0.0588646523
## native_country_hong -0.0342284316 -0.0605738058
## native_country_hungary 0.1445521862 -0.1437930100
## native_country_india 0.0184352608 0.0349756983
## native_country_iran -0.1569760299 0.2665746790
## native_country_ireland -0.1052731677 0.0435323831
## native_country_italy 0.0082990092 0.0224883018
## native_country_jamaica 0.1557098348 -0.0122663367
## native_country_japan 0.0550823328 -0.1965873210
## native_country_laos 0.0143796567 -0.0852195398
## native_country_mexico 0.0060772980 0.0231660820
## native_country_nicaragua -0.1352136713 -0.2144912689
## native_country_outlying_us(guam_usvi_etc) 0.0396020413 0.2015383254
## native_country_peru 0.1344780625 0.0945283349
## native_country_philippines 0.0391059499 -0.0346712727
## native_country_poland -0.1244625510 -0.1698443906
## native_country_portugal -0.1112486831 -0.0947546142
## native_country_puerto_rico -0.0489212672 0.0382676033
## native_country_scotland 0.4348133257 0.0214635043
## native_country_south 0.0222860103 -0.1514780477
## native_country_taiwan 0.3371894145 -0.2048680447
## native_country_thailand -0.2929245116 -0.1257434228
## native_country_trinadad&tobago -0.1244498321 -0.0603045302
## native_country_united_states 0.0021696171 -0.0008436072
## native_country_vietnam -0.0010904026 0.1513975152
## native_country_yugoslavia -0.0938829576 0.0988925780
## PC53 PC54
## l_capital_gain -0.0004185178 -5.195323e-02
## l_capital_loss -0.0190980254 9.304683e-03
## age 0.0096875100 5.906973e-03
## fnlwgt -0.0053134589 -1.544636e-02
## education_num -0.0079755681 -4.570373e-03
## hours_per_week -0.0287525574 -1.462659e-02
## workclass_federal_gov 0.0039162667 6.391727e-03
## workclass_local_gov 0.0222331209 -1.121228e-02
## workclass_private -0.0056210380 -1.020742e-02
## workclass_self_emp_inc 0.0103991638 -2.933673e-02
## workclass_self_emp_not_inc -0.0098938635 9.895993e-03
## workclass_state_gov -0.0296327788 3.768527e-02
## workclass_without_pay 0.1386806640 6.140564e-02
## education_1st_4th -0.0049307766 2.485237e-02
## education_5th_6th -0.0086547120 1.391589e-03
## education_7th_8th -0.0642855200 -4.349134e-02
## education_9th 0.0079545206 -1.462966e-02
## education_10th 0.0320376321 3.843587e-02
## education_11th 0.0730049660 2.566928e-02
## education_12th 0.0323742786 -2.738266e-02
## education_assoc_acdm 0.0289521106 -2.820390e-02
## education_assoc_voc -0.0007616325 5.974058e-02
## education_bachelors -0.0212874456 2.191570e-03
## education_doctorate 0.0053865585 -9.323062e-03
## education_hs_grad -0.0121195438 -6.192898e-03
## education_masters 0.0082661378 1.146135e-02
## education_preschool 0.0037385352 -2.890563e-03
## education_prof_school -0.0137044277 -3.109170e-02
## education_some_college -0.0140587653 -1.127833e-02
## marital_status_divorced 0.0087530025 -1.541928e-03
## marital_status_married_af_spouse -0.0809325328 -9.713189e-02
## marital_status_married_civ_spouse 0.0161340226 2.035730e-02
## marital_status_married_spouse_absent -0.0034123167 -3.428632e-03
## marital_status_never_married -0.0089498831 -6.248680e-03
## marital_status_separated -0.0282979152 -2.853935e-02
## marital_status_widowed 0.0033387653 7.377902e-03
## occupation_adm_clerical -0.0343729975 -5.373000e-03
## occupation_armed_forces 0.0740824629 6.565512e-02
## occupation_craft_repair -0.0174827036 -4.093293e-02
## occupation_exec_managerial 0.0026439379 -1.512362e-02
## occupation_farming_fishing 0.0146112378 2.062829e-02
## occupation_handlers_cleaners 0.0253590177 -2.450114e-02
## occupation_machine_op_inspct 0.0189021119 9.320496e-03
## occupation_other_service -0.0080924445 -7.225285e-03
## occupation_priv_house_serv -0.0048381579 1.542198e-02
## occupation_prof_specialty -0.0062236616 -4.751676e-03
## occupation_protective_serv 0.0091864683 -8.607626e-03
## occupation_sales 0.0329229042 2.355030e-02
## occupation_tech_support -0.0033084103 2.414266e-02
## occupation_transport_moving -0.0182869750 4.938682e-02
## relationship_husband -0.0006989669 1.412753e-02
## relationship_not_in_family 0.0149702047 6.492368e-04
## relationship_other_relative 0.0075140010 -1.961785e-02
## relationship_own_child -0.0092726566 -1.007262e-02
## relationship_unmarried -0.0290586571 -4.439402e-03
## relationship_wife 0.0225207884 4.883357e-03
## race_amer_indian_eskimo -0.0388276492 2.757114e-02
## race_asian_pac_islander 0.0032239937 -3.234964e-03
## race_black 0.0032394221 -6.594016e-05
## race_other 0.0040669625 -1.926066e-04
## race_white 0.0056227377 -6.096674e-03
## sex_female 0.0028514356 1.128700e-02
## sex_male -0.0028514356 -1.128700e-02
## native_country_cambodia 0.1854599971 1.506727e-01
## native_country_canada 0.0459747742 -1.391380e-01
## native_country_china 0.1811928714 -2.334121e-01
## native_country_columbia 0.2159692108 -8.813478e-02
## native_country_cuba -0.0131366997 6.423462e-02
## native_country_dominican_republic -0.1523609590 1.153566e-01
## native_country_ecuador 0.1723633872 -6.637890e-02
## native_country_el_salvador -0.0203405590 1.123234e-01
## native_country_england -0.1353025151 -5.832725e-02
## native_country_france 0.2302458403 4.146625e-02
## native_country_germany 0.1087986291 -1.259944e-01
## native_country_greece -0.1179240692 -6.388831e-02
## native_country_guatemala -0.0920223690 -6.780609e-02
## native_country_haiti -0.1211301403 -6.470691e-02
## native_country_holand_netherlands 0.0036885457 4.848163e-02
## native_country_honduras 0.2114646590 1.587906e-01
## native_country_hong -0.1739545545 -7.690561e-02
## native_country_hungary 0.2125783630 -7.785128e-02
## native_country_india -0.1424214115 5.503684e-02
## native_country_iran -0.0710577438 -5.561084e-02
## native_country_ireland -0.0351687941 5.900004e-01
## native_country_italy -0.1169410261 1.015708e-01
## native_country_jamaica 0.1798824553 1.446847e-02
## native_country_japan 0.2968881864 1.832145e-01
## native_country_laos 0.1704705687 5.226148e-02
## native_country_mexico 0.0106824365 -5.764834e-02
## native_country_nicaragua -0.0133688653 1.521980e-01
## native_country_outlying_us(guam_usvi_etc) 0.1630830223 2.705253e-01
## native_country_peru -0.2896128892 1.843418e-01
## native_country_philippines -0.0492436479 -3.914876e-02
## native_country_poland -0.1788854113 -1.333962e-01
## native_country_portugal 0.1333624809 -5.201175e-02
## native_country_puerto_rico 0.0356514271 -8.434999e-02
## native_country_scotland 0.0590536294 -1.893643e-01
## native_country_south -0.0743457358 -9.508041e-02
## native_country_taiwan -0.0417820462 3.111579e-01
## native_country_thailand 0.0853043414 2.969467e-02
## native_country_trinadad&tobago -0.1414308047 -8.871988e-02
## native_country_united_states -0.0026151616 -6.208149e-03
## native_country_vietnam -0.1437047689 -7.855899e-02
## native_country_yugoslavia -0.3472240248 1.495494e-01
## PC55 PC56
## l_capital_gain -0.0291482276 -5.914031e-03
## l_capital_loss 0.0456345638 -3.474031e-03
## age -0.0015891406 9.289805e-03
## fnlwgt -0.0006224884 6.288063e-04
## education_num 0.0087734038 -6.202266e-03
## hours_per_week -0.0027083515 7.367612e-04
## workclass_federal_gov 0.0072526303 2.649002e-04
## workclass_local_gov 0.0217059493 -3.706077e-02
## workclass_private 0.0177897497 3.201307e-03
## workclass_self_emp_inc -0.0125138053 -1.033769e-02
## workclass_self_emp_not_inc -0.0031163940 2.525660e-02
## workclass_state_gov -0.0575656210 2.241238e-02
## workclass_without_pay 0.0143490863 -7.923825e-02
## education_1st_4th 0.0125870460 -4.901212e-02
## education_5th_6th 0.0017366536 7.611855e-03
## education_7th_8th -0.0547383915 3.081375e-02
## education_9th -0.0081078625 2.145803e-02
## education_10th 0.0448630662 5.837787e-02
## education_11th -0.0526332920 -5.013149e-03
## education_12th 0.0012469849 5.746818e-03
## education_assoc_acdm -0.0380170782 -4.383392e-02
## education_assoc_voc 0.0423314321 -2.679756e-02
## education_bachelors -0.0264463412 6.164024e-02
## education_doctorate 0.0034552656 4.642404e-02
## education_hs_grad 0.0308714650 8.468447e-06
## education_masters 0.0255268903 -6.888995e-02
## education_preschool -0.0053022327 -1.500839e-02
## education_prof_school 0.0052725442 2.403833e-02
## education_some_college -0.0084514866 -3.566054e-02
## marital_status_divorced -0.0451334979 -5.602981e-03
## marital_status_married_af_spouse 0.1023506509 3.964422e-02
## marital_status_married_civ_spouse -0.0049129609 -5.481671e-03
## marital_status_married_spouse_absent -0.0147434352 8.214347e-03
## marital_status_never_married 0.0023223014 7.557803e-03
## marital_status_separated 0.0518615042 -3.057796e-02
## marital_status_widowed 0.0414764988 2.716888e-02
## occupation_adm_clerical -0.0137871924 2.818450e-02
## occupation_armed_forces 0.1295562989 -1.445664e-02
## occupation_craft_repair 0.0203098940 1.929813e-02
## occupation_exec_managerial -0.0293847258 -1.280130e-02
## occupation_farming_fishing 0.0313397055 7.757719e-03
## occupation_handlers_cleaners -0.0144830677 -9.981587e-03
## occupation_machine_op_inspct -0.0054388271 -5.138426e-04
## occupation_other_service 0.0059268274 6.080922e-03
## occupation_priv_house_serv 0.0097376689 7.024680e-03
## occupation_prof_specialty 0.0019084517 1.419722e-02
## occupation_protective_serv 0.0170741940 4.313281e-03
## occupation_sales 0.0362288607 -2.262757e-02
## occupation_tech_support -0.0017046040 -5.394310e-02
## occupation_transport_moving -0.0591092839 -6.601255e-03
## relationship_husband 0.0074450849 5.290684e-03
## relationship_not_in_family 0.0035271795 -2.210674e-02
## relationship_other_relative -0.0361308269 1.224192e-02
## relationship_own_child 0.0037515904 8.751488e-03
## relationship_unmarried 0.0052719045 1.861685e-02
## relationship_wife -0.0095826371 -1.823020e-02
## race_amer_indian_eskimo -0.0746789421 6.330539e-02
## race_asian_pac_islander 0.0046955476 -7.881069e-03
## race_black 0.0134540106 -1.725314e-03
## race_other 0.0103165855 7.367544e-04
## race_white 0.0048421946 -1.275737e-02
## sex_female -0.0029495869 -8.634171e-04
## sex_male 0.0029495869 8.634171e-04
## native_country_cambodia -0.2170077209 9.764912e-02
## native_country_canada -0.0553401044 -1.326338e-01
## native_country_china 0.0796655888 -1.193465e-01
## native_country_columbia -0.2203179397 -2.494730e-01
## native_country_cuba 0.0037909231 1.245558e-01
## native_country_dominican_republic 0.1662960911 1.859522e-01
## native_country_ecuador 0.0652645893 -9.813931e-02
## native_country_el_salvador -0.0933201713 1.268526e-01
## native_country_england -0.1685428440 -5.319141e-03
## native_country_france 0.2699509906 3.704605e-01
## native_country_germany 0.1939370704 4.788126e-02
## native_country_greece -0.0101254698 1.932055e-01
## native_country_guatemala -0.0103123912 -1.205766e-01
## native_country_haiti 0.0662765263 -3.040863e-01
## native_country_holand_netherlands 0.0603885954 6.967332e-02
## native_country_honduras 0.1242836820 -1.131048e-02
## native_country_hong 0.1375811099 2.148723e-01
## native_country_hungary 0.0203490452 -8.547787e-02
## native_country_india 0.0403204342 3.341612e-02
## native_country_iran -0.1670964885 1.018670e-01
## native_country_ireland -0.1445379109 -1.304504e-01
## native_country_italy -0.0309485205 -1.369528e-01
## native_country_jamaica -0.0721253574 1.001554e-02
## native_country_japan -0.0611444324 1.568615e-01
## native_country_laos -0.1326278588 8.949088e-02
## native_country_mexico 0.0183182869 -1.774656e-02
## native_country_nicaragua -0.0993955650 1.025835e-01
## native_country_outlying_us(guam_usvi_etc) 0.4027552643 6.770777e-02
## native_country_peru -0.2861468467 5.207279e-02
## native_country_philippines -0.0161108972 -1.957041e-02
## native_country_poland -0.0028503234 1.939560e-01
## native_country_portugal -0.1185789844 -1.374330e-01
## native_country_puerto_rico 0.0855898179 -1.628796e-01
## native_country_scotland 0.0963616004 1.528764e-01
## native_country_south -0.0229824659 -2.143614e-01
## native_country_taiwan 0.0394705627 -1.610254e-01
## native_country_thailand -0.0555203158 1.298357e-01
## native_country_trinadad&tobago -0.2219517006 2.909710e-01
## native_country_united_states -0.0012030480 3.074582e-03
## native_country_vietnam 0.0915871942 6.091523e-02
## native_country_yugoslavia 0.4193486668 -2.231540e-01
## PC57 PC58
## l_capital_gain -0.0726295676 -0.0315690681
## l_capital_loss 0.0493558720 0.0679726467
## age 0.0019096619 0.0008811555
## fnlwgt 0.0306252936 -0.0318908425
## education_num 0.0038437933 0.0075723971
## hours_per_week 0.0010041692 0.0023007789
## workclass_federal_gov -0.0049228098 -0.0049784250
## workclass_local_gov -0.0006984651 0.0134608882
## workclass_private -0.0016772187 0.0060853993
## workclass_self_emp_inc -0.0193383210 0.0456189723
## workclass_self_emp_not_inc 0.0160991920 -0.0170180888
## workclass_state_gov -0.0014133319 -0.0583912227
## workclass_without_pay 0.0563452738 0.1302833433
## education_1st_4th 0.0314904727 -0.0112789576
## education_5th_6th 0.0047403651 -0.0026308160
## education_7th_8th 0.0889284914 -0.0175519325
## education_9th -0.0574136093 -0.0066597402
## education_10th -0.0327674493 0.1370894252
## education_11th 0.0259220934 -0.1242092631
## education_12th -0.0721360254 0.0016930257
## education_assoc_acdm 0.0638342605 0.1143223229
## education_assoc_voc -0.0420123282 0.0062940346
## education_bachelors 0.0166686914 -0.0002673657
## education_doctorate -0.0343064508 0.0136035087
## education_hs_grad -0.0167009024 -0.0019484061
## education_masters -0.0329951478 -0.0320476971
## education_preschool -0.0295986730 0.0284142078
## education_prof_school 0.0695067578 0.0014034963
## education_some_college 0.0075291171 -0.0275435806
## marital_status_divorced 0.0491549453 -0.0250437754
## marital_status_married_af_spouse -0.2590789763 -0.0012421586
## marital_status_married_civ_spouse 0.0246897594 -0.0033986459
## marital_status_married_spouse_absent -0.0302958375 0.0292347445
## marital_status_never_married 0.0103686169 0.0035675745
## marital_status_separated -0.1038280609 0.0602811812
## marital_status_widowed -0.0356965560 -0.0299434614
## occupation_adm_clerical -0.0045868511 0.0173722572
## occupation_armed_forces 0.0246802894 -0.1237803874
## occupation_craft_repair 0.0127690330 0.0209801728
## occupation_exec_managerial -0.0411786339 0.0044138706
## occupation_farming_fishing -0.0305095722 0.0136568136
## occupation_handlers_cleaners -0.0374471833 0.0994994892
## occupation_machine_op_inspct -0.0131847902 -0.0618741993
## occupation_other_service 0.0330251564 -0.0219047460
## occupation_priv_house_serv -0.0013443962 -0.0129286887
## occupation_prof_specialty 0.0543362463 -0.0026586354
## occupation_protective_serv -0.0554562888 -0.0151011480
## occupation_sales -0.0058921739 -0.0056526163
## occupation_tech_support -0.0110002490 0.0197697528
## occupation_transport_moving 0.0477460015 -0.0488332466
## relationship_husband 0.0041902430 -0.0155378117
## relationship_not_in_family 0.0185705006 0.0130292054
## relationship_other_relative 0.0147614581 -0.0011870563
## relationship_own_child -0.0147186039 -0.0040754794
## relationship_unmarried -0.0312207256 -0.0079549269
## relationship_wife 0.0100172733 0.0287342527
## race_amer_indian_eskimo 0.0120311111 0.1462357810
## race_asian_pac_islander -0.0054082051 -0.0113160114
## race_black 0.0045678088 -0.0219420796
## race_other 0.0094628678 0.0182690563
## race_white -0.0070150443 -0.0219211012
## sex_female 0.0099231232 -0.0065362090
## sex_male -0.0099231232 0.0065362090
## native_country_cambodia -0.0103430479 0.2760496042
## native_country_canada -0.2392870451 0.0620375211
## native_country_china 0.0322633931 0.1905311327
## native_country_columbia 0.1604781004 -0.2864112072
## native_country_cuba -0.0425195665 0.1748564135
## native_country_dominican_republic 0.0323703030 0.0077964857
## native_country_ecuador 0.1210123756 -0.1247419794
## native_country_el_salvador 0.0284109922 0.0526183225
## native_country_england 0.0806181613 -0.0256620777
## native_country_france -0.1667644445 -0.1089587412
## native_country_germany 0.0545971304 0.0066381237
## native_country_greece 0.2375443151 -0.1484265462
## native_country_guatemala -0.0911256435 0.0636554109
## native_country_haiti -0.0223395215 -0.0295458266
## native_country_holand_netherlands -0.3784258893 -0.0280978549
## native_country_honduras 0.1816970060 -0.0868251408
## native_country_hong -0.0133910179 -0.4743259507
## native_country_hungary -0.3590875125 0.0457646080
## native_country_india -0.2714495662 0.0790248232
## native_country_iran -0.1858377496 -0.1397149104
## native_country_ireland -0.0352733025 -0.0646252700
## native_country_italy -0.1822770511 0.0224665038
## native_country_jamaica 0.0267274078 -0.1325180833
## native_country_japan -0.0449583355 0.0499908331
## native_country_laos 0.0300613359 0.0463547610
## native_country_mexico -0.0044906150 -0.0468681866
## native_country_nicaragua 0.1902140540 0.2151579593
## native_country_outlying_us(guam_usvi_etc) 0.0502304816 -0.0480757706
## native_country_peru -0.1034523114 -0.0812565344
## native_country_philippines 0.0259180298 -0.1729821733
## native_country_poland 0.2303124844 0.0496906478
## native_country_portugal 0.0207401648 -0.0769645023
## native_country_puerto_rico -0.0296942520 0.1873444589
## native_country_scotland 0.2189008432 0.2707197816
## native_country_south 0.1271266480 -0.0249509520
## native_country_taiwan 0.1403630674 0.0440361415
## native_country_thailand 0.0080178710 -0.1131667959
## native_country_trinadad&tobago 0.0134522917 0.1924850157
## native_country_united_states 0.0034510689 0.0013592123
## native_country_vietnam -0.0087227442 0.0482543297
## native_country_yugoslavia 0.0921452985 0.1482057665
## PC59 PC60
## l_capital_gain -0.0279879380 0.0410187165
## l_capital_loss 0.0819392940 0.0003196531
## age 0.0239219465 0.0098552548
## fnlwgt 0.0464237938 -0.0305177481
## education_num -0.0036589630 -0.0042323915
## hours_per_week -0.0197207546 0.0227962964
## workclass_federal_gov 0.0082863309 0.0113220793
## workclass_local_gov -0.0259695003 0.0376756654
## workclass_private -0.0004864392 0.0346926523
## workclass_self_emp_inc 0.0015759558 -0.0295424447
## workclass_self_emp_not_inc -0.0029790111 -0.0016131798
## workclass_state_gov 0.0147593616 -0.0751735277
## workclass_without_pay 0.1334037491 -0.2568262184
## education_1st_4th 0.0535236642 -0.1136541235
## education_5th_6th -0.0092021507 0.0030334889
## education_7th_8th 0.0078133388 0.1231215731
## education_9th -0.0805544209 0.0937030604
## education_10th -0.0059825384 -0.0081741899
## education_11th 0.0301802939 -0.1875258205
## education_12th -0.0349451970 0.0840627204
## education_assoc_acdm -0.0137610655 0.0266714811
## education_assoc_voc 0.0191662440 0.0623827086
## education_bachelors -0.0404384072 -0.0282943454
## education_doctorate 0.0043558199 0.0592539882
## education_hs_grad 0.0107287097 -0.0112468962
## education_masters 0.0023490128 -0.0511115227
## education_preschool -0.0080303433 0.0354719492
## education_prof_school 0.0308795823 0.0265663552
## education_some_college 0.0219917945 0.0127370887
## marital_status_divorced -0.0598886073 -0.0681475902
## marital_status_married_af_spouse 0.0692629413 -0.0293688654
## marital_status_married_civ_spouse -0.0001774040 -0.0060339644
## marital_status_married_spouse_absent -0.0314986076 0.0104788439
## marital_status_never_married 0.0083452428 0.0173379676
## marital_status_separated 0.0121492633 0.0153855337
## marital_status_widowed 0.0991524815 0.0932776261
## occupation_adm_clerical -0.0307591692 0.0629496150
## occupation_armed_forces -0.0855376370 0.0083275845
## occupation_craft_repair -0.0074276536 -0.0654027273
## occupation_exec_managerial 0.0917230338 -0.0492015375
## occupation_farming_fishing -0.0350900085 0.0116592566
## occupation_handlers_cleaners 0.1058746248 0.2268382364
## occupation_machine_op_inspct -0.0035841922 -0.1164923664
## occupation_other_service 0.0307556007 -0.0773821163
## occupation_priv_house_serv -0.0215282838 -0.0249931942
## occupation_prof_specialty -0.0041480944 0.0264984482
## occupation_protective_serv -0.0245515446 0.0589568699
## occupation_sales -0.1269017423 -0.0202030170
## occupation_tech_support 0.0276852339 0.0475881430
## occupation_transport_moving 0.0069940891 0.0184795253
## relationship_husband -0.0055270708 -0.0082100886
## relationship_not_in_family 0.0303396664 -0.0452649236
## relationship_other_relative -0.0236540358 0.0444595062
## relationship_own_child -0.0160226792 0.0066387392
## relationship_unmarried -0.0213600735 0.0432033649
## relationship_wife 0.0271228613 0.0031536258
## race_amer_indian_eskimo -0.0797917489 -0.1271190508
## race_asian_pac_islander 0.0074091553 0.0169903999
## race_black 0.0188565335 -0.0032466658
## race_other 0.0139728172 0.0112195339
## race_white -0.0004921701 0.0274668854
## sex_female -0.0060948035 -0.0026355598
## sex_male 0.0060948035 0.0026355598
## native_country_cambodia 0.0729353900 0.0444085557
## native_country_canada 0.1476421897 -0.0257106476
## native_country_china -0.2585453493 0.0551990416
## native_country_columbia 0.0321143399 -0.1183844679
## native_country_cuba 0.0247802409 -0.1800243120
## native_country_dominican_republic 0.0416801142 0.1286458971
## native_country_ecuador 0.1006597214 -0.0953997091
## native_country_el_salvador 0.1450991735 0.0229931167
## native_country_england -0.1687973863 0.1234586714
## native_country_france 0.1666114451 -0.0462624366
## native_country_germany 0.3125637890 -0.1639398579
## native_country_greece -0.3153922756 0.1125839796
## native_country_guatemala 0.0079356910 -0.0770370749
## native_country_haiti -0.0057271720 0.0016306988
## native_country_holand_netherlands -0.1244737058 0.0326118871
## native_country_honduras 0.0474152695 0.3141271868
## native_country_hong -0.0133443193 0.0236026061
## native_country_hungary -0.2810295993 0.1212797571
## native_country_india 0.0533846843 -0.0758410887
## native_country_iran 0.0907287988 0.1597583900
## native_country_ireland 0.1412629134 0.1707318828
## native_country_italy -0.1142084416 -0.1705604216
## native_country_jamaica -0.0674955905 0.0511864725
## native_country_japan -0.1072889384 0.1918995375
## native_country_laos 0.1363158565 0.0181687660
## native_country_mexico -0.0293762937 0.0092887982
## native_country_nicaragua -0.2294401322 -0.2808043005
## native_country_outlying_us(guam_usvi_etc) -0.0929050464 -0.2296475451
## native_country_peru 0.0159951140 -0.0198024876
## native_country_philippines -0.1061464256 -0.1373769901
## native_country_poland -0.0817918370 -0.0977729099
## native_country_portugal -0.0730786638 0.0259362692
## native_country_puerto_rico -0.1355042369 0.0688526039
## native_country_scotland 0.0833001127 0.2528174630
## native_country_south 0.3877355192 0.1795404821
## native_country_taiwan -0.0909815661 -0.0433020809
## native_country_thailand -0.1537424239 0.1005937185
## native_country_trinadad&tobago 0.0738799367 -0.0373972304
## native_country_united_states 0.0103947799 0.0094094683
## native_country_vietnam 0.1316379699 -0.0723136396
## native_country_yugoslavia -0.0610344171 0.1854456028
## PC61 PC62
## l_capital_gain 8.928813e-02 9.508829e-02
## l_capital_loss -1.179608e-01 -1.219406e-01
## age -2.762895e-02 2.571605e-02
## fnlwgt 5.714038e-02 2.830825e-02
## education_num -1.284341e-02 -1.766096e-03
## hours_per_week 1.622471e-02 -1.275914e-02
## workclass_federal_gov 7.581353e-03 -3.562196e-03
## workclass_local_gov -2.548239e-02 1.981996e-03
## workclass_private -2.149758e-02 2.937986e-02
## workclass_self_emp_inc 3.127342e-02 -2.588888e-02
## workclass_self_emp_not_inc -4.944439e-02 2.593469e-03
## workclass_state_gov 8.628235e-02 -5.488022e-02
## workclass_without_pay 2.292107e-01 1.133072e-01
## education_1st_4th -8.367715e-03 -2.751192e-02
## education_5th_6th 2.053332e-02 -1.545003e-02
## education_7th_8th -1.222147e-02 -2.041805e-02
## education_9th -7.401939e-04 5.415200e-02
## education_10th 1.168517e-01 4.393948e-02
## education_11th -2.222086e-03 -1.018930e-02
## education_12th -2.803645e-02 1.255644e-02
## education_assoc_acdm 1.272998e-01 -1.194141e-01
## education_assoc_voc -2.923904e-02 1.032211e-01
## education_bachelors -1.378775e-02 2.675292e-02
## education_doctorate -4.400772e-03 5.701814e-03
## education_hs_grad -2.293879e-02 -8.409559e-03
## education_masters -2.710988e-02 4.081479e-02
## education_preschool -6.403008e-02 -1.392472e-02
## education_prof_school 6.904960e-03 -7.147521e-02
## education_some_college -1.878719e-02 -3.080478e-02
## marital_status_divorced -2.200696e-02 -1.561519e-04
## marital_status_married_af_spouse -3.064445e-01 -2.144129e-01
## marital_status_married_civ_spouse 2.506215e-02 1.377402e-02
## marital_status_married_spouse_absent -2.613519e-03 4.667857e-02
## marital_status_never_married 8.275708e-03 1.466715e-02
## marital_status_separated 5.576629e-02 -7.193324e-02
## marital_status_widowed -6.043689e-02 -3.572321e-03
## occupation_adm_clerical 1.702250e-02 8.330373e-02
## occupation_armed_forces -1.706912e-02 -9.017626e-03
## occupation_craft_repair 5.060779e-02 9.506406e-02
## occupation_exec_managerial -3.727082e-02 -4.543370e-04
## occupation_farming_fishing -7.765817e-02 3.232975e-02
## occupation_handlers_cleaners -1.396652e-01 -6.606458e-02
## occupation_machine_op_inspct 5.991572e-02 -7.135895e-02
## occupation_other_service 2.106988e-02 -5.783868e-05
## occupation_priv_house_serv -1.541251e-02 -1.545814e-02
## occupation_prof_specialty 2.489763e-02 -3.588796e-02
## occupation_protective_serv -1.995184e-02 -9.579330e-04
## occupation_sales -4.822513e-02 -1.451544e-02
## occupation_tech_support 1.381793e-02 -4.911936e-02
## occupation_transport_moving 9.278216e-02 -3.139309e-02
## relationship_husband -3.944320e-03 -9.195900e-03
## relationship_not_in_family -3.401985e-05 6.040491e-02
## relationship_other_relative -1.432085e-04 4.881806e-02
## relationship_own_child 2.513409e-03 -2.753264e-02
## relationship_unmarried -1.423606e-02 -8.602938e-02
## relationship_wife 2.605948e-02 2.844568e-02
## race_amer_indian_eskimo -1.059080e-02 3.369908e-02
## race_asian_pac_islander 5.455616e-03 -1.425622e-03
## race_black -3.365005e-03 -3.349619e-03
## race_other -1.287416e-02 1.805017e-02
## race_white 6.442623e-03 -1.056813e-02
## sex_female 2.026878e-02 -6.788074e-04
## sex_male -2.026878e-02 6.788074e-04
## native_country_cambodia 9.193277e-02 -2.155883e-01
## native_country_canada 3.883239e-02 -5.771927e-03
## native_country_china -5.559506e-02 4.605739e-02
## native_country_columbia -1.641820e-01 9.335014e-02
## native_country_cuba -2.917428e-02 1.193409e-01
## native_country_dominican_republic 6.944573e-02 3.104689e-03
## native_country_ecuador -9.820114e-02 -2.632626e-01
## native_country_el_salvador -1.483843e-01 -2.559449e-02
## native_country_england 1.609908e-01 -1.696778e-02
## native_country_france 1.020181e-01 1.117139e-01
## native_country_germany -1.403259e-01 -1.230438e-02
## native_country_greece 1.335777e-01 -1.049507e-01
## native_country_guatemala 9.674578e-02 -3.801375e-02
## native_country_haiti 6.954794e-02 1.039180e-01
## native_country_holand_netherlands 1.799739e-01 2.901333e-01
## native_country_honduras -1.078503e-01 4.054301e-01
## native_country_hong -2.156610e-02 -9.421371e-02
## native_country_hungary 7.013615e-02 -2.663237e-01
## native_country_india -5.048169e-02 9.827969e-02
## native_country_iran 7.589041e-02 1.211336e-01
## native_country_ireland 1.210695e-01 -2.642474e-01
## native_country_italy -9.537929e-02 3.409807e-02
## native_country_jamaica -1.648972e-01 -4.559475e-02
## native_country_japan 7.365722e-03 -1.751967e-01
## native_country_laos -1.997079e-01 -3.689457e-02
## native_country_mexico 9.903079e-02 -4.303495e-02
## native_country_nicaragua -1.280980e-02 1.398494e-01
## native_country_outlying_us(guam_usvi_etc) 1.710540e-01 -4.433063e-02
## native_country_peru -1.215672e-01 1.989490e-01
## native_country_philippines 2.552388e-02 2.716117e-02
## native_country_poland 1.447120e-01 -2.188429e-01
## native_country_portugal -1.571255e-01 6.486510e-02
## native_country_puerto_rico 3.930569e-02 2.286363e-02
## native_country_scotland -3.186138e-02 1.591603e-01
## native_country_south 4.215812e-01 3.596999e-02
## native_country_taiwan -1.743654e-01 1.127319e-01
## native_country_thailand -8.013439e-02 7.002640e-02
## native_country_trinadad&tobago -1.444325e-01 1.019913e-02
## native_country_united_states 2.995420e-03 5.293468e-03
## native_country_vietnam -1.507617e-01 -1.109081e-01
## native_country_yugoslavia -2.133915e-01 -7.883964e-02
## PC63 PC64
## l_capital_gain 2.927240e-02 0.0549134309
## l_capital_loss -2.572811e-02 -0.0816082222
## age 6.968182e-03 -0.0101746232
## fnlwgt -4.081970e-02 0.0329693633
## education_num -1.576283e-02 0.0212325366
## hours_per_week -3.097726e-03 0.0129580112
## workclass_federal_gov 2.698087e-02 -0.0101814377
## workclass_local_gov 3.716811e-02 0.0025490207
## workclass_private -3.711643e-02 0.0177506385
## workclass_self_emp_inc 6.634615e-02 -0.0657151262
## workclass_self_emp_not_inc 5.538707e-02 -0.0039047350
## workclass_state_gov -7.132093e-02 0.0311260353
## workclass_without_pay -5.122125e-01 0.0174973150
## education_1st_4th 6.573787e-02 0.0387024092
## education_5th_6th -4.175864e-02 0.0185909126
## education_7th_8th -1.191472e-01 0.2293875135
## education_9th -3.943796e-02 -0.1318468292
## education_10th 1.581318e-02 -0.2361166734
## education_11th 1.230385e-01 0.0939731855
## education_12th -6.048104e-02 0.0432235522
## education_assoc_acdm 1.170146e-01 0.2061501938
## education_assoc_voc -4.324843e-02 -0.0712922610
## education_bachelors -6.375428e-02 0.0122043389
## education_doctorate -1.456545e-02 -0.0081312309
## education_hs_grad 4.396929e-02 -0.0279890317
## education_masters -1.275856e-03 0.0514516894
## education_preschool 8.919192e-02 -0.0531207418
## education_prof_school 2.272817e-02 -0.0698031495
## education_some_college -2.912899e-02 -0.0406377013
## marital_status_divorced -6.293643e-02 -0.0907948927
## marital_status_married_af_spouse -2.649401e-01 0.2654123697
## marital_status_married_civ_spouse 1.828955e-02 -0.0302796178
## marital_status_married_spouse_absent 2.168862e-04 -0.0066522367
## marital_status_never_married -2.805766e-04 0.0226959168
## marital_status_separated 1.105988e-01 0.1218126119
## marital_status_widowed 3.557705e-03 0.0508291520
## occupation_adm_clerical 5.104056e-02 0.0326068225
## occupation_armed_forces -1.650232e-01 -0.0199195065
## occupation_craft_repair -2.760775e-02 0.0872495037
## occupation_exec_managerial 1.639262e-02 0.0102481173
## occupation_farming_fishing 1.566638e-02 -0.0364539872
## occupation_handlers_cleaners 7.201802e-02 -0.1203316515
## occupation_machine_op_inspct -3.068536e-02 -0.1179986368
## occupation_other_service 4.052281e-04 -0.0120527796
## occupation_priv_house_serv -2.766613e-02 -0.0227699607
## occupation_prof_specialty -3.565602e-02 -0.0035889395
## occupation_protective_serv -4.206215e-02 -0.0373616107
## occupation_sales -3.771591e-02 0.0242366247
## occupation_tech_support 6.958786e-02 -0.0626530909
## occupation_transport_moving 2.920756e-05 0.1466427875
## relationship_husband -6.421185e-04 -0.0022072731
## relationship_not_in_family 2.645666e-02 -0.0254864739
## relationship_other_relative 3.588087e-04 0.0384411288
## relationship_own_child -1.543123e-03 0.0003197263
## relationship_unmarried -4.454809e-02 0.0447104001
## relationship_wife 1.390700e-02 -0.0388592426
## race_amer_indian_eskimo -4.670673e-02 0.1000322744
## race_asian_pac_islander 1.535798e-02 -0.0045820378
## race_black -1.803165e-02 -0.0009591361
## race_other 5.719616e-03 -0.0280715016
## race_white 1.942770e-02 -0.0180192602
## sex_female 1.672985e-02 -0.0111693233
## sex_male -1.672985e-02 0.0111693233
## native_country_cambodia 8.321556e-02 -0.0683356898
## native_country_canada 9.024223e-02 0.1458925855
## native_country_china 1.314662e-01 0.0703321518
## native_country_columbia -4.132116e-02 0.1520047422
## native_country_cuba 1.516676e-02 -0.0424033250
## native_country_dominican_republic 1.214478e-01 0.0610962152
## native_country_ecuador 1.750040e-01 0.0404239044
## native_country_el_salvador -1.839789e-01 0.0173022169
## native_country_england 3.840530e-02 0.1065359945
## native_country_france 4.018675e-02 -0.0503576135
## native_country_germany 5.853140e-02 -0.0151144057
## native_country_greece -1.683785e-01 0.2107593781
## native_country_guatemala 1.340753e-01 -0.0986081048
## native_country_haiti -1.050116e-02 0.1130807064
## native_country_holand_netherlands 9.282102e-02 0.2155237419
## native_country_honduras -9.918157e-03 0.0948112863
## native_country_hong -8.503639e-02 -0.1511738028
## native_country_hungary -1.334740e-01 -0.0372013136
## native_country_india -1.458048e-01 0.0541091096
## native_country_iran 8.264624e-03 -0.1670283483
## native_country_ireland -3.992320e-02 0.0242039254
## native_country_italy -1.932206e-02 -0.1965708422
## native_country_jamaica -4.241622e-02 -0.3540685201
## native_country_japan -2.023158e-02 0.1271295337
## native_country_laos 7.105357e-03 0.1369988916
## native_country_mexico 2.684398e-02 0.0611715157
## native_country_nicaragua -1.567355e-01 -0.0230203715
## native_country_outlying_us(guam_usvi_etc) 1.269022e-01 0.1572062383
## native_country_peru 7.003388e-02 0.0050254461
## native_country_philippines 2.256935e-01 -0.0789418487
## native_country_poland 3.311182e-02 -0.1157445844
## native_country_portugal -9.101203e-02 0.0925567904
## native_country_puerto_rico -1.659011e-01 -0.2228826756
## native_country_scotland -2.817613e-02 -0.0495061573
## native_country_south -1.454352e-01 -0.0452114675
## native_country_taiwan 1.411446e-01 -0.0444425849
## native_country_thailand -1.783644e-01 -0.0972391031
## native_country_trinadad&tobago 1.450566e-01 0.1489706259
## native_country_united_states 4.884889e-03 0.0061668934
## native_country_vietnam -2.248134e-01 0.0575615261
## native_country_yugoslavia -1.734166e-02 0.0332401642
## PC65 PC66
## l_capital_gain 0.071453624 0.0037798126
## l_capital_loss 0.005369578 -0.0181027807
## age 0.009118450 0.0389574391
## fnlwgt 0.032183444 0.0541338655
## education_num 0.005618798 -0.0138109493
## hours_per_week 0.016567690 -0.0264313047
## workclass_federal_gov 0.032772255 0.0749819067
## workclass_local_gov 0.040022692 -0.0530737596
## workclass_private -0.009366127 -0.0361639149
## workclass_self_emp_inc 0.129689292 -0.0603555242
## workclass_self_emp_not_inc -0.083484130 0.0615914340
## workclass_state_gov -0.080431915 0.0458791535
## workclass_without_pay 0.162859003 0.0576330084
## education_1st_4th 0.130179493 0.0364074252
## education_5th_6th -0.040337921 0.0001764529
## education_7th_8th -0.114580182 -0.0888044928
## education_9th -0.172171368 0.0142267691
## education_10th 0.102058953 0.0735706784
## education_11th 0.106905135 0.1911760646
## education_12th -0.004639890 -0.2359584391
## education_assoc_acdm -0.115471644 -0.0243306081
## education_assoc_voc 0.206758577 0.1181707830
## education_bachelors -0.007426307 -0.0270064588
## education_doctorate 0.052748207 0.0388943814
## education_hs_grad -0.035935472 -0.0546643341
## education_masters -0.051214760 0.0834499397
## education_preschool 0.076955750 0.0393916008
## education_prof_school 0.028201873 -0.1141595549
## education_some_college -0.017633434 -0.0178391394
## marital_status_divorced 0.039862374 0.0142754980
## marital_status_married_af_spouse 0.153784200 0.0184815955
## marital_status_married_civ_spouse -0.020471355 0.0029498590
## marital_status_married_spouse_absent 0.039799578 -0.0810648051
## marital_status_never_married 0.005374022 -0.0020547492
## marital_status_separated -0.121867870 0.0519060849
## marital_status_widowed 0.040004523 -0.0366276303
## occupation_adm_clerical 0.083560908 0.0954313155
## occupation_armed_forces -0.072457167 -0.1613820700
## occupation_craft_repair -0.021354327 -0.0137339767
## occupation_exec_managerial -0.041763120 -0.0578582916
## occupation_farming_fishing 0.013740385 -0.0271138855
## occupation_handlers_cleaners -0.055583346 0.1477959863
## occupation_machine_op_inspct -0.089950521 0.1040770722
## occupation_other_service 0.013545419 -0.1897535029
## occupation_priv_house_serv -0.007800138 0.0366002536
## occupation_prof_specialty 0.011592107 0.0283697751
## occupation_protective_serv -0.006837640 -0.0357906560
## occupation_sales 0.017132624 0.0896375680
## occupation_tech_support -0.064098479 -0.1046714986
## occupation_transport_moving 0.116737985 -0.0691255752
## relationship_husband 0.009939577 0.0049625619
## relationship_not_in_family -0.021673754 0.0590496847
## relationship_other_relative -0.031970150 -0.0941694384
## relationship_own_child 0.027187463 0.0134540078
## relationship_unmarried 0.036374202 -0.0557341868
## relationship_wife -0.051278370 0.0005058197
## race_amer_indian_eskimo -0.067933783 -0.0406475594
## race_asian_pac_islander -0.001661477 -0.0047257150
## race_black 0.006534919 0.0545310889
## race_other 0.018023240 0.0094327486
## race_white 0.009864087 -0.0344597231
## sex_female -0.014986285 -0.0140105429
## sex_male 0.014986285 0.0140105429
## native_country_cambodia -0.065723704 -0.0001912614
## native_country_canada -0.176050300 0.0150916721
## native_country_china 0.188731582 0.1046566925
## native_country_columbia 0.114822408 0.1372698451
## native_country_cuba -0.161764252 0.1228169710
## native_country_dominican_republic -0.107303253 0.1338757778
## native_country_ecuador 0.084392967 0.1570514615
## native_country_el_salvador -0.035582352 0.3043018599
## native_country_england 0.034021263 -0.0349956882
## native_country_france 0.027707954 0.0918972295
## native_country_germany -0.251019890 -0.0629632424
## native_country_greece -0.217611902 0.1250740543
## native_country_guatemala 0.042165714 -0.1440679702
## native_country_haiti -0.080452736 0.0266338362
## native_country_holand_netherlands 0.139815851 0.0920368965
## native_country_honduras -0.057693873 -0.0968198243
## native_country_hong 0.213558653 -0.1147289785
## native_country_hungary 0.033009292 0.0436845053
## native_country_india -0.179520022 -0.2109863678
## native_country_iran 0.065238143 -0.1579732335
## native_country_ireland 0.119015169 -0.0066746641
## native_country_italy 0.088092411 0.1877660220
## native_country_jamaica 0.022449821 -0.1443285304
## native_country_japan 0.017951179 -0.0020565602
## native_country_laos 0.066980470 -0.1483192422
## native_country_mexico 0.007847830 -0.1215936618
## native_country_nicaragua 0.040871085 -0.1156182496
## native_country_outlying_us(guam_usvi_etc) 0.190140367 -0.1328476954
## native_country_peru 0.087558201 0.0554817794
## native_country_philippines -0.046358359 0.0870311834
## native_country_poland 0.080163196 -0.0429426562
## native_country_portugal 0.122031864 -0.1587289135
## native_country_puerto_rico 0.053901924 -0.0572843456
## native_country_scotland 0.202015040 0.0370361354
## native_country_south 0.103645162 0.0929725504
## native_country_taiwan -0.117827263 -0.1257676958
## native_country_thailand -0.166027728 0.3352983153
## native_country_trinadad&tobago 0.335771963 -0.0258045467
## native_country_united_states -0.009048553 -0.0097779837
## native_country_vietnam -0.032812742 -0.0512470942
## native_country_yugoslavia 0.134820477 0.1207405215
## PC67 PC68
## l_capital_gain -0.011249219 -0.051262914
## l_capital_loss -0.015237158 0.049275241
## age 0.044181961 0.005231835
## fnlwgt -0.098993785 -0.055926675
## education_num 0.035044427 0.015654058
## hours_per_week -0.029957784 0.031036903
## workclass_federal_gov -0.009543549 0.029684566
## workclass_local_gov -0.071496639 0.003669544
## workclass_private -0.013598449 0.027314671
## workclass_self_emp_inc -0.026599831 0.042952830
## workclass_self_emp_not_inc -0.004896203 -0.032435711
## workclass_state_gov 0.149238096 -0.066621512
## workclass_without_pay 0.082047770 -0.169061601
## education_1st_4th 0.127309662 -0.090302193
## education_5th_6th -0.026803695 0.053423068
## education_7th_8th -0.359387590 -0.007548953
## education_9th 0.219719778 0.023462850
## education_10th -0.034711108 -0.005057218
## education_11th 0.024133252 -0.034975037
## education_12th 0.239919119 0.122542451
## education_assoc_acdm 0.096394852 0.154239895
## education_assoc_voc 0.025824476 0.091178565
## education_bachelors -0.085516916 -0.049275459
## education_doctorate 0.043284442 0.011873128
## education_hs_grad -0.033591078 -0.049033318
## education_masters 0.102335042 0.009518377
## education_preschool -0.011391705 0.069197505
## education_prof_school -0.082892285 0.009278576
## education_some_college -0.005818218 -0.047286498
## marital_status_divorced -0.078577523 -0.043034656
## marital_status_married_af_spouse 0.043093910 0.238247868
## marital_status_married_civ_spouse -0.001739564 -0.022784111
## marital_status_married_spouse_absent -0.002122174 -0.052839703
## marital_status_never_married -0.010207798 0.054463319
## marital_status_separated 0.096801299 -0.116425810
## marital_status_widowed 0.091161278 0.123802181
## occupation_adm_clerical 0.009511510 0.116321847
## occupation_armed_forces -0.077727893 -0.130562087
## occupation_craft_repair -0.012957170 -0.008178460
## occupation_exec_managerial -0.045964219 0.050641841
## occupation_farming_fishing -0.004721878 0.087480012
## occupation_handlers_cleaners 0.012699878 -0.234113216
## occupation_machine_op_inspct -0.011138968 0.242230123
## occupation_other_service 0.002117008 -0.063264912
## occupation_priv_house_serv 0.015537639 0.099230056
## occupation_prof_specialty 0.024997996 -0.005174177
## occupation_protective_serv -0.080372519 0.036984202
## occupation_sales 0.065935250 -0.085790479
## occupation_tech_support -0.090516303 -0.174283338
## occupation_transport_moving 0.068085403 -0.045856685
## relationship_husband 0.012932212 0.031372745
## relationship_not_in_family 0.065007932 -0.030040577
## relationship_other_relative -0.007120427 -0.075513556
## relationship_own_child -0.047728829 0.065955080
## relationship_unmarried -0.036618791 0.020987278
## relationship_wife -0.026100607 -0.091541770
## race_amer_indian_eskimo 0.029609716 0.045051113
## race_asian_pac_islander -0.003059096 -0.003376096
## race_black -0.025828749 0.004665260
## race_other -0.011077302 0.010136349
## race_white 0.017639874 -0.017543980
## sex_female -0.022984520 -0.018585048
## sex_male 0.022984520 0.018585048
## native_country_cambodia 0.006003883 -0.091374687
## native_country_canada -0.019506103 0.056716654
## native_country_china -0.145120202 0.092433660
## native_country_columbia -0.173334427 -0.090250032
## native_country_cuba -0.027325585 -0.027034797
## native_country_dominican_republic -0.022670794 -0.100847959
## native_country_ecuador -0.012627227 -0.006769208
## native_country_el_salvador -0.209111292 0.188778510
## native_country_england -0.114898716 -0.074858347
## native_country_france 0.040433126 -0.048822050
## native_country_germany 0.034152771 -0.021195892
## native_country_greece 0.168312037 -0.069448624
## native_country_guatemala 0.062476440 -0.064761403
## native_country_haiti 0.095625668 -0.076606741
## native_country_holand_netherlands 0.018216820 -0.134827132
## native_country_honduras 0.057409154 0.222602631
## native_country_hong -0.011756519 -0.116212783
## native_country_hungary -0.070334835 0.013612073
## native_country_india -0.261541171 -0.005023433
## native_country_iran -0.171812744 -0.089670931
## native_country_ireland -0.041432301 0.005906776
## native_country_italy -0.082803057 -0.078939720
## native_country_jamaica 0.110782763 0.091950552
## native_country_japan 0.110434011 0.076359392
## native_country_laos 0.265546462 -0.403356849
## native_country_mexico 0.024332383 0.004970747
## native_country_nicaragua 0.061913657 0.025866445
## native_country_outlying_us(guam_usvi_etc) -0.124797678 0.100316642
## native_country_peru 0.262243971 0.232025822
## native_country_philippines 0.183436934 0.060394856
## native_country_poland -0.058444133 0.125518100
## native_country_portugal 0.042991493 -0.044745886
## native_country_puerto_rico 0.168645308 0.009148974
## native_country_scotland -0.040671030 -0.009894322
## native_country_south 0.032402527 0.116478583
## native_country_taiwan -0.191339538 -0.005378481
## native_country_thailand -0.084541531 -0.167429983
## native_country_trinadad&tobago -0.044792896 -0.108005826
## native_country_united_states -0.003218219 0.003212346
## native_country_vietnam 0.109785482 0.008333739
## native_country_yugoslavia 0.086085887 -0.208058215
## PC69 PC70
## l_capital_gain -0.055651804 -4.633549e-02
## l_capital_loss 0.181783510 8.603452e-03
## age -0.017604790 -1.360703e-02
## fnlwgt 0.034161928 -7.665003e-02
## education_num -0.043275077 4.425546e-02
## hours_per_week 0.048622909 8.936694e-02
## workclass_federal_gov -0.004705650 -4.385263e-03
## workclass_local_gov 0.044088479 5.903680e-02
## workclass_private -0.047309767 6.295579e-02
## workclass_self_emp_inc 0.181014014 -5.955942e-02
## workclass_self_emp_not_inc -0.042535677 7.062976e-05
## workclass_state_gov -0.070345823 -1.503652e-01
## workclass_without_pay 0.124729891 -1.122722e-02
## education_1st_4th -0.115591840 1.587006e-02
## education_5th_6th 0.086774332 -9.960520e-04
## education_7th_8th 0.022084647 -4.037210e-02
## education_9th 0.259500277 8.864543e-02
## education_10th -0.205539392 -2.624242e-02
## education_11th 0.106868446 1.300991e-01
## education_12th 0.025895185 -2.465051e-01
## education_assoc_acdm -0.086653486 6.350761e-02
## education_assoc_voc 0.142732313 1.522037e-01
## education_bachelors -0.028803182 -4.075864e-02
## education_doctorate 0.023436283 2.245765e-01
## education_hs_grad -0.025576190 -4.970316e-02
## education_masters -0.072484245 -8.564284e-02
## education_preschool -0.104716909 -2.064188e-01
## education_prof_school 0.043078443 -4.777676e-02
## education_some_college -0.006137918 1.726480e-02
## marital_status_divorced -0.069998356 -8.191187e-02
## marital_status_married_af_spouse -0.085656915 -3.387987e-03
## marital_status_married_civ_spouse -0.004990696 -1.607462e-02
## marital_status_married_spouse_absent 0.025568078 2.138741e-01
## marital_status_never_married 0.013739382 1.167344e-02
## marital_status_separated 0.112722223 -5.587328e-03
## marital_status_widowed 0.001034354 5.128349e-02
## occupation_adm_clerical 0.006214725 1.044458e-01
## occupation_armed_forces 0.011550230 7.040698e-02
## occupation_craft_repair 0.072652395 -9.185680e-02
## occupation_exec_managerial 0.005880626 3.911290e-02
## occupation_farming_fishing -0.069875803 7.287223e-02
## occupation_handlers_cleaners -0.046905367 -1.056815e-01
## occupation_machine_op_inspct -0.057497050 8.950220e-02
## occupation_other_service -0.058642285 9.507582e-02
## occupation_priv_house_serv 0.059734995 -1.241001e-01
## occupation_prof_specialty -0.016734210 -1.325300e-02
## occupation_protective_serv -0.016912386 9.595918e-02
## occupation_sales -0.006405477 -7.573357e-02
## occupation_tech_support -0.013456548 -1.806050e-01
## occupation_transport_moving 0.153704437 -2.050519e-02
## relationship_husband -0.039173502 5.858258e-03
## relationship_not_in_family 0.069505872 -4.303001e-02
## relationship_other_relative -0.082092842 3.117742e-01
## relationship_own_child 0.011925249 -4.472422e-02
## relationship_unmarried -0.053526996 -1.539389e-02
## relationship_wife 0.071730220 -7.869324e-02
## race_amer_indian_eskimo 0.004572028 -7.252066e-02
## race_asian_pac_islander 0.013174825 -1.855527e-03
## race_black 0.015881614 -1.811365e-02
## race_other 0.011110389 -7.458815e-02
## race_white -0.023799321 5.545346e-02
## sex_female 0.034473097 -7.147199e-03
## sex_male -0.034473097 7.147199e-03
## native_country_cambodia 0.107291009 5.518362e-02
## native_country_canada -0.171639803 -5.837784e-02
## native_country_china 0.113075174 -5.340449e-02
## native_country_columbia -0.076066590 -5.616811e-02
## native_country_cuba -0.169130565 4.715865e-02
## native_country_dominican_republic 0.014919558 1.625140e-01
## native_country_ecuador 0.172298447 -4.715938e-02
## native_country_el_salvador -0.090407392 -1.372305e-02
## native_country_england 0.134254405 8.722326e-02
## native_country_france 0.127796125 3.224212e-02
## native_country_germany 0.098107259 -1.663107e-02
## native_country_greece -0.099442737 7.580141e-03
## native_country_guatemala -0.152938981 3.453587e-02
## native_country_haiti 0.064892740 1.565956e-01
## native_country_holand_netherlands -0.018595971 -3.243990e-01
## native_country_honduras -0.130982686 -2.059440e-02
## native_country_hong -0.115308100 7.196104e-02
## native_country_hungary -0.017754888 7.549976e-02
## native_country_india 0.065988616 3.638152e-02
## native_country_iran 0.177735312 -3.812625e-02
## native_country_ireland -0.027692868 -1.774334e-01
## native_country_italy 0.101293361 1.694113e-01
## native_country_jamaica -0.091675559 -5.041412e-02
## native_country_japan 0.077117281 1.601986e-01
## native_country_laos -0.100881509 2.985494e-02
## native_country_mexico 0.073481668 -8.242371e-02
## native_country_nicaragua 0.054625446 4.355728e-02
## native_country_outlying_us(guam_usvi_etc) -0.103360039 -1.041310e-03
## native_country_peru 0.185046665 -4.960077e-02
## native_country_philippines -0.024685326 -3.877097e-02
## native_country_poland 0.062116570 -2.305633e-01
## native_country_portugal 0.137257423 3.121043e-02
## native_country_puerto_rico -0.281673823 -3.766405e-02
## native_country_scotland 0.149219333 -1.165252e-01
## native_country_south -0.141019582 1.087510e-01
## native_country_taiwan -0.036381640 -2.799939e-02
## native_country_thailand -0.064016745 -1.019667e-01
## native_country_trinadad&tobago -0.288358400 1.215807e-01
## native_country_united_states 0.011513027 2.246341e-02
## native_country_vietnam 0.098286883 -1.358110e-01
## native_country_yugoslavia 0.055727772 -2.002334e-04
## PC71 PC72
## l_capital_gain -0.0485641172 2.197309e-02
## l_capital_loss 0.0699516605 -4.696014e-02
## age -0.0010987719 -9.962542e-03
## fnlwgt -0.0858171381 2.815704e-02
## education_num -0.0159423642 -4.700981e-03
## hours_per_week 0.0330379403 -2.154114e-02
## workclass_federal_gov -0.0599957184 3.364772e-02
## workclass_local_gov 0.0072848429 8.663182e-02
## workclass_private 0.0528013782 2.359040e-02
## workclass_self_emp_inc -0.0308289225 -9.958223e-02
## workclass_self_emp_not_inc -0.0334390857 4.406221e-02
## workclass_state_gov -0.0024191448 -1.653443e-01
## workclass_without_pay 0.0394275023 8.640378e-02
## education_1st_4th -0.0293399519 1.503375e-01
## education_5th_6th -0.0608888118 -1.774854e-01
## education_7th_8th -0.0042910943 -1.709547e-01
## education_9th -0.2340674097 2.324755e-01
## education_10th -0.0239930532 -9.706534e-02
## education_11th 0.1629185800 8.623294e-02
## education_12th 0.2638853909 -3.040479e-02
## education_assoc_acdm -0.0097292740 3.055892e-02
## education_assoc_voc 0.0492428770 -1.876810e-01
## education_bachelors -0.0094097052 1.205005e-01
## education_doctorate 0.1492960690 2.977851e-02
## education_hs_grad -0.0485066475 7.585605e-04
## education_masters -0.1355908176 -1.824232e-01
## education_preschool 0.2723438012 1.642106e-01
## education_prof_school -0.0072751960 4.648333e-02
## education_some_college 0.0095345702 4.397211e-02
## marital_status_divorced -0.0305348121 -3.080939e-02
## marital_status_married_af_spouse -0.2324084717 9.308434e-02
## marital_status_married_civ_spouse 0.0451384936 -4.799384e-03
## marital_status_married_spouse_absent -0.0448866676 7.100545e-02
## marital_status_never_married -0.0701665277 -2.750849e-02
## marital_status_separated 0.2770262619 3.342911e-02
## marital_status_widowed -0.0977557078 5.938738e-02
## occupation_adm_clerical 0.0538921902 -1.234498e-02
## occupation_armed_forces 0.1923121053 1.034775e-02
## occupation_craft_repair -0.0208577534 -9.517995e-03
## occupation_exec_managerial -0.0035775935 1.110578e-02
## occupation_farming_fishing 0.0528525679 1.657210e-02
## occupation_handlers_cleaners 0.1304324950 -1.679579e-02
## occupation_machine_op_inspct -0.0081943127 5.280211e-02
## occupation_other_service -0.0064917271 1.925262e-02
## occupation_priv_house_serv 0.0499718269 1.026259e-04
## occupation_prof_specialty -0.0132830584 6.592273e-03
## occupation_protective_serv 0.1525046561 4.736992e-02
## occupation_sales -0.0291847713 -1.614190e-01
## occupation_tech_support -0.1785957629 1.473030e-01
## occupation_transport_moving -0.1172365528 1.099101e-02
## relationship_husband -0.0061328750 3.986023e-03
## relationship_not_in_family 0.1235371973 1.785751e-02
## relationship_other_relative -0.0107852609 -1.848092e-01
## relationship_own_child -0.1111551767 1.877872e-02
## relationship_unmarried -0.0937428101 4.609975e-02
## relationship_wife 0.0900023578 3.960585e-03
## race_amer_indian_eskimo -0.0152003882 3.089655e-02
## race_asian_pac_islander 0.0118274041 1.342186e-02
## race_black -0.0359266009 -3.204884e-02
## race_other -0.0287800539 -3.070407e-02
## race_white 0.0360446290 1.953056e-02
## sex_female 0.0199513613 -6.189295e-03
## sex_male -0.0199513613 6.189295e-03
## native_country_cambodia -0.1499959653 -1.846065e-02
## native_country_canada -0.0843183419 8.052232e-04
## native_country_china -0.1370576412 8.212170e-02
## native_country_columbia 0.0484398847 -1.013543e-01
## native_country_cuba -0.0116275740 3.570079e-02
## native_country_dominican_republic -0.0939737415 -1.012090e-01
## native_country_ecuador 0.0462659392 3.015909e-01
## native_country_el_salvador 0.0194084863 -9.766944e-02
## native_country_england -0.0341780987 -1.075472e-01
## native_country_france 0.0799283637 -7.008650e-02
## native_country_germany -0.0862857215 -5.984979e-02
## native_country_greece 0.0915067441 2.996681e-01
## native_country_guatemala -0.0691793001 6.415168e-02
## native_country_haiti -0.0361269831 -1.134156e-01
## native_country_holand_netherlands -0.0465466119 1.194536e-01
## native_country_honduras -0.0757416172 1.424725e-01
## native_country_hong -0.2362474015 3.879438e-02
## native_country_hungary 0.0880705504 -4.485988e-02
## native_country_india 0.1277136112 1.308699e-01
## native_country_iran 0.0914379491 9.629174e-03
## native_country_ireland -0.0895914853 -3.130940e-02
## native_country_italy -0.1246525869 2.397488e-01
## native_country_jamaica 0.1113715305 6.476450e-02
## native_country_japan 0.0463620501 -9.135014e-03
## native_country_laos -0.1392892468 -6.410340e-03
## native_country_mexico 0.0144720388 1.912489e-02
## native_country_nicaragua -0.0407437416 4.155094e-02
## native_country_outlying_us(guam_usvi_etc) 0.0540512386 -8.138016e-02
## native_country_peru 0.0240006313 -2.062785e-02
## native_country_philippines 0.0196746509 -2.523737e-01
## native_country_poland 0.0089799831 -4.211819e-02
## native_country_portugal 0.0623580168 -1.365369e-01
## native_country_puerto_rico -0.0450496491 -1.380480e-01
## native_country_scotland -0.1383966168 2.111875e-02
## native_country_south 0.1087343890 1.796260e-01
## native_country_taiwan 0.0173180662 1.623123e-01
## native_country_thailand 0.0003983698 -2.420760e-02
## native_country_trinadad&tobago 0.2203100161 5.362163e-02
## native_country_united_states 0.0061106563 7.992183e-05
## native_country_vietnam 0.1235104237 -4.087465e-02
## native_country_yugoslavia 0.1163475566 -5.702319e-02
## PC73 PC74
## l_capital_gain 0.055359779 -0.047512947
## l_capital_loss 0.023714272 0.005524682
## age 0.024844945 -0.027160712
## fnlwgt 0.196973190 0.093365699
## education_num 0.028829659 0.002145341
## hours_per_week 0.002283040 0.073865188
## workclass_federal_gov 0.010738617 -0.134424916
## workclass_local_gov 0.001373589 -0.087248505
## workclass_private 0.013328718 0.070481222
## workclass_self_emp_inc -0.101464107 -0.028839528
## workclass_self_emp_not_inc 0.134194228 -0.040963753
## workclass_state_gov -0.125218644 0.153371160
## workclass_without_pay -0.040934000 -0.001559198
## education_1st_4th 0.162111560 0.199318746
## education_5th_6th -0.033864480 -0.279911106
## education_7th_8th -0.165051885 0.144780057
## education_9th -0.082540634 0.147982804
## education_10th 0.018824050 0.013962493
## education_11th 0.023576642 -0.127454529
## education_12th 0.300413074 -0.144151942
## education_assoc_acdm -0.007171774 0.122547926
## education_assoc_voc 0.023278498 0.171167694
## education_bachelors -0.038596324 -0.034958773
## education_doctorate 0.111758270 -0.092664246
## education_hs_grad -0.015609876 -0.024114195
## education_masters -0.094881609 0.013693493
## education_preschool -0.268479669 0.064297443
## education_prof_school 0.003573211 0.083245552
## education_some_college 0.050857377 -0.060082225
## marital_status_divorced 0.059446174 0.049356571
## marital_status_married_af_spouse -0.164089654 -0.029866013
## marital_status_married_civ_spouse 0.017475123 0.010685210
## marital_status_married_spouse_absent 0.053121267 -0.301636915
## marital_status_never_married -0.037625592 0.034449879
## marital_status_separated -0.066979798 -0.012896560
## marital_status_widowed -0.009235259 -0.014284666
## occupation_adm_clerical -0.014959708 0.050078771
## occupation_armed_forces -0.090034682 0.230656640
## occupation_craft_repair -0.089956227 -0.064293733
## occupation_exec_managerial 0.058738280 0.062891716
## occupation_farming_fishing 0.095213080 0.078124334
## occupation_handlers_cleaners 0.073512913 -0.015499627
## occupation_machine_op_inspct 0.066157052 -0.152646278
## occupation_other_service 0.011848295 0.071099170
## occupation_priv_house_serv 0.000407267 0.031874520
## occupation_prof_specialty -0.074460720 -0.014949296
## occupation_protective_serv 0.096513697 0.093269545
## occupation_sales -0.013786084 0.048551128
## occupation_tech_support -0.054118904 -0.284017985
## occupation_transport_moving -0.045294475 0.037621688
## relationship_husband -0.033129049 0.015686537
## relationship_not_in_family 0.054856972 -0.049147407
## relationship_other_relative 0.030391597 0.136916719
## relationship_own_child -0.035339018 -0.021345728
## relationship_unmarried -0.065063079 0.017798670
## relationship_wife 0.093479213 -0.035326351
## race_amer_indian_eskimo -0.045462951 0.028268988
## race_asian_pac_islander 0.005460674 0.003478663
## race_black 0.091656854 0.011888021
## race_other -0.028731151 0.014659866
## race_white -0.059505317 -0.023339824
## sex_female -0.002989238 0.007492142
## sex_male 0.002989238 -0.007492142
## native_country_cambodia -0.021355576 -0.092620445
## native_country_canada 0.141324339 0.062533923
## native_country_china 0.094418692 0.045925147
## native_country_columbia -0.056882399 0.030368139
## native_country_cuba -0.151579426 -0.106540631
## native_country_dominican_republic -0.177271995 -0.045120932
## native_country_ecuador 0.018160344 0.028249516
## native_country_el_salvador 0.270375182 -0.062562601
## native_country_england -0.057234379 0.011584071
## native_country_france 0.058836825 0.093592683
## native_country_germany 0.038212023 0.002277543
## native_country_greece 0.175077085 -0.039267239
## native_country_guatemala -0.091177514 -0.072089578
## native_country_haiti -0.053854986 -0.086378413
## native_country_holand_netherlands -0.018032172 -0.009733810
## native_country_honduras -0.042592006 0.122914873
## native_country_hong 0.127268388 -0.113508286
## native_country_hungary -0.013065146 0.063347232
## native_country_india 0.156499772 0.034936115
## native_country_iran -0.003724180 0.031338147
## native_country_ireland 0.125780763 0.048812515
## native_country_italy -0.020044161 0.238649263
## native_country_jamaica -0.328676547 -0.047353643
## native_country_japan -0.077729594 -0.046263559
## native_country_laos 0.083137547 0.178387087
## native_country_mexico -0.086489231 0.037638211
## native_country_nicaragua 0.014170952 -0.034636659
## native_country_outlying_us(guam_usvi_etc) -0.057469759 -0.121334829
## native_country_peru -0.019297971 -0.006526556
## native_country_philippines 0.038001020 0.068474303
## native_country_poland 0.095459742 0.197971189
## native_country_portugal 0.107367524 -0.276639104
## native_country_puerto_rico 0.143088491 0.003476167
## native_country_scotland 0.038175019 -0.014651611
## native_country_south -0.132102564 -0.055048805
## native_country_taiwan 0.013505043 -0.018423163
## native_country_thailand -0.147339328 -0.117284297
## native_country_trinadad&tobago -0.108918204 -0.030641249
## native_country_united_states 0.019182170 -0.008752666
## native_country_vietnam -0.169643348 -0.017890437
## native_country_yugoslavia 0.003558159 -0.035095332
## PC75 PC76
## l_capital_gain 9.369695e-02 0.009822580
## l_capital_loss 5.838693e-02 -0.081044030
## age -7.152023e-03 0.021054942
## fnlwgt 9.291949e-02 -0.205464861
## education_num 4.402873e-03 0.053496991
## hours_per_week 4.965967e-02 0.006792129
## workclass_federal_gov -1.489855e-01 -0.022531301
## workclass_local_gov -2.264051e-02 0.025027904
## workclass_private 3.652635e-02 0.054708283
## workclass_self_emp_inc -9.079591e-03 -0.122981330
## workclass_self_emp_not_inc 1.980123e-02 0.066224755
## workclass_state_gov 7.669762e-02 -0.110522246
## workclass_without_pay -1.794319e-01 0.027023530
## education_1st_4th -3.906930e-03 -0.117751848
## education_5th_6th 4.266487e-02 0.304716979
## education_7th_8th 1.149065e-01 -0.203872665
## education_9th 1.602318e-02 -0.063897397
## education_10th -2.154436e-02 0.017721679
## education_11th -1.506537e-01 -0.041290558
## education_12th -1.421177e-01 -0.157112822
## education_assoc_acdm 1.053371e-01 0.101831609
## education_assoc_voc 9.242673e-02 0.011058950
## education_bachelors -7.339641e-02 0.036060654
## education_doctorate 1.290615e-01 0.110971497
## education_hs_grad 4.002503e-02 0.009339547
## education_masters -8.444168e-03 -0.128690276
## education_preschool -1.573672e-02 -0.061714489
## education_prof_school -4.178006e-02 -0.028244668
## education_some_college -2.169828e-02 0.049869227
## marital_status_divorced -6.610122e-02 0.047358739
## marital_status_married_af_spouse -8.352452e-02 -0.010053995
## marital_status_married_civ_spouse -7.970066e-03 0.012110862
## marital_status_married_spouse_absent 3.500557e-01 -0.329890518
## marital_status_never_married 1.495240e-02 0.015295091
## marital_status_separated -1.206638e-01 -0.028335321
## marital_status_widowed 2.795381e-02 0.071413212
## occupation_adm_clerical -1.287226e-01 -0.048921896
## occupation_armed_forces 3.386937e-01 0.143508032
## occupation_craft_repair 2.175468e-02 -0.026484788
## occupation_exec_managerial 7.143111e-02 0.065235937
## occupation_farming_fishing 3.859321e-03 0.067631803
## occupation_handlers_cleaners 1.038635e-01 0.108950258
## occupation_machine_op_inspct -4.835496e-02 -0.145175209
## occupation_other_service -2.404162e-02 0.080303628
## occupation_priv_house_serv 7.967900e-02 0.141359313
## occupation_prof_specialty -6.090365e-04 -0.016229801
## occupation_protective_serv 5.644597e-02 0.087678923
## occupation_sales 6.779597e-03 -0.066310721
## occupation_tech_support -8.277979e-02 -0.159233542
## occupation_transport_moving 1.433332e-03 0.040348852
## relationship_husband -2.198385e-02 0.020911917
## relationship_not_in_family -1.253835e-02 0.014570922
## relationship_other_relative -3.635409e-01 -0.175660267
## relationship_own_child 1.311823e-01 0.036117926
## relationship_unmarried 6.374463e-02 0.006667432
## relationship_wife 5.789165e-02 -0.007702377
## race_amer_indian_eskimo -3.783244e-02 -0.197656781
## race_asian_pac_islander 1.324125e-02 0.015611678
## race_black 2.685124e-02 0.029132178
## race_other -8.335771e-04 0.217648494
## race_white -1.807297e-02 -0.031596160
## sex_female 2.400156e-02 0.006763600
## sex_male -2.400156e-02 -0.006763600
## native_country_cambodia 8.360880e-02 0.132141796
## native_country_canada -1.490523e-02 -0.034617328
## native_country_china -1.501201e-01 0.119475681
## native_country_columbia -1.697564e-02 0.058950991
## native_country_cuba 3.674574e-02 0.054032059
## native_country_dominican_republic -8.734429e-02 0.162592069
## native_country_ecuador 1.628517e-01 -0.091585882
## native_country_el_salvador 4.189361e-02 -0.109772622
## native_country_england -7.045914e-02 -0.155714447
## native_country_france -1.034189e-01 -0.030886588
## native_country_germany 5.524038e-05 -0.016247529
## native_country_greece 1.000736e-02 0.011746136
## native_country_guatemala -5.095404e-02 0.018395630
## native_country_haiti -4.587790e-03 0.122613626
## native_country_holand_netherlands 1.565230e-01 0.086316252
## native_country_honduras -9.829845e-03 0.011616650
## native_country_hong 1.126191e-02 0.054933993
## native_country_hungary -2.659592e-02 -0.001567632
## native_country_india -8.833129e-02 0.092610715
## native_country_iran -3.430711e-02 -0.165099611
## native_country_ireland 9.849608e-03 0.045202925
## native_country_italy 4.588081e-02 -0.033555069
## native_country_jamaica -6.653652e-02 -0.004470128
## native_country_japan -3.388696e-02 -0.114306572
## native_country_laos -9.677056e-02 0.019261198
## native_country_mexico -3.012515e-02 0.014629529
## native_country_nicaragua 1.878456e-01 0.001318466
## native_country_outlying_us(guam_usvi_etc) 1.750046e-02 -0.076918272
## native_country_peru -5.086569e-02 0.050952576
## native_country_philippines 2.108496e-01 -0.113692780
## native_country_poland -1.986506e-01 0.204479273
## native_country_portugal 1.120865e-02 0.189055794
## native_country_puerto_rico 7.654525e-02 -0.090044875
## native_country_scotland 7.982682e-02 -0.081232581
## native_country_south 2.220694e-02 -0.006024694
## native_country_taiwan -1.552430e-01 -0.026847766
## native_country_thailand -1.101319e-01 -0.015359303
## native_country_trinadad&tobago 7.811527e-02 0.012633346
## native_country_united_states 2.386665e-02 -0.001132554
## native_country_vietnam 1.110414e-01 -0.023350358
## native_country_yugoslavia -5.918335e-02 -0.090502859
## PC77 PC78
## l_capital_gain -0.030084374 -0.0020967052
## l_capital_loss -0.006522211 -0.0591612244
## age 0.008259005 -0.0259367612
## fnlwgt -0.130491010 -0.1324705579
## education_num 0.002155613 -0.0242742932
## hours_per_week -0.077550285 0.0553046723
## workclass_federal_gov -0.006959228 -0.1845443375
## workclass_local_gov -0.153628337 0.0431027493
## workclass_private 0.035754565 -0.0037503976
## workclass_self_emp_inc -0.122877222 0.1233273023
## workclass_self_emp_not_inc 0.022572824 -0.0313910220
## workclass_state_gov 0.199473201 0.0415590688
## workclass_without_pay 0.025588197 -0.0016086057
## education_1st_4th 0.007324500 0.1330263234
## education_5th_6th 0.087130724 -0.0561264480
## education_7th_8th -0.047055407 -0.0538024560
## education_9th -0.027073708 -0.0764300884
## education_10th -0.005990945 0.1370767210
## education_11th 0.026080505 0.1159786258
## education_12th 0.016665795 0.0102142281
## education_assoc_acdm 0.056346838 0.0051012823
## education_assoc_voc 0.116669893 -0.1836101551
## education_bachelors 0.024797596 0.0353043739
## education_doctorate -0.463785556 -0.0235403434
## education_hs_grad -0.030490670 -0.0244053938
## education_masters -0.005093496 -0.0230850827
## education_preschool -0.150167804 -0.1392290099
## education_prof_school 0.303802377 0.0167986115
## education_some_college -0.038941117 0.0332461750
## marital_status_divorced -0.049934145 0.0086790562
## marital_status_married_af_spouse 0.040068058 0.0207283713
## marital_status_married_civ_spouse 0.008700875 -0.0260512604
## marital_status_married_spouse_absent 0.175735347 -0.0312171059
## marital_status_never_married -0.049344148 0.0258165914
## marital_status_separated 0.081719165 -0.0151070413
## marital_status_widowed 0.008740346 0.0206616321
## occupation_adm_clerical 0.090641501 -0.0641154106
## occupation_armed_forces 0.011649193 0.2025913653
## occupation_craft_repair -0.099371083 0.1923725126
## occupation_exec_managerial 0.007962424 0.0214255328
## occupation_farming_fishing -0.022835505 0.0691803929
## occupation_handlers_cleaners 0.097818707 -0.0370535044
## occupation_machine_op_inspct 0.003155617 0.0317885299
## occupation_other_service 0.013291222 -0.3235085306
## occupation_priv_house_serv 0.058260443 0.3563737827
## occupation_prof_specialty -0.031558792 0.0154749853
## occupation_protective_serv 0.170276725 0.0340276007
## occupation_sales 0.027677607 -0.1469560261
## occupation_tech_support -0.195001720 0.2091057101
## occupation_transport_moving -0.059782846 0.0346824907
## relationship_husband 0.033947388 -0.0487299935
## relationship_not_in_family 0.061810111 -0.0477947808
## relationship_other_relative -0.112230768 0.1331367145
## relationship_own_child -0.035090259 0.0299769628
## relationship_unmarried -0.012175019 0.0141897245
## relationship_wife -0.040647197 0.0347977841
## race_amer_indian_eskimo -0.018970780 -0.0324124810
## race_asian_pac_islander 0.005886067 0.0180035872
## race_black -0.007102531 -0.0064498852
## race_other -0.046267757 -0.0609498912
## race_white 0.020208691 0.0213250250
## sex_female -0.028289640 0.0324246862
## sex_male 0.028289640 -0.0324246862
## native_country_cambodia 0.060204320 -0.0291656941
## native_country_canada 0.151916387 0.0519751461
## native_country_china 0.179129239 0.1102098609
## native_country_columbia -0.073344141 -0.0369101042
## native_country_cuba -0.062697133 0.0453971506
## native_country_dominican_republic 0.026227936 0.0525662285
## native_country_ecuador 0.020672532 -0.0447348447
## native_country_el_salvador 0.036575466 -0.0111451322
## native_country_england 0.065325264 -0.0893815676
## native_country_france 0.090995311 -0.1002592907
## native_country_germany -0.014489702 -0.0012764840
## native_country_greece 0.011030232 -0.0153834706
## native_country_guatemala -0.059146668 -0.4326747654
## native_country_haiti 0.082871456 0.1830505732
## native_country_holand_netherlands 0.036420022 -0.0583390870
## native_country_honduras -0.097619827 -0.1056123732
## native_country_hong 0.123335739 0.0188500110
## native_country_hungary -0.044023670 -0.0823910773
## native_country_india -0.194772811 -0.0121362333
## native_country_iran 0.150024714 0.0913660947
## native_country_ireland -0.054347048 -0.0158959387
## native_country_italy -0.099769218 0.0226168086
## native_country_jamaica 0.054264323 0.0748256515
## native_country_japan -0.045518314 0.0713173815
## native_country_laos -0.048369763 0.0601982191
## native_country_mexico -0.017304462 0.0406580932
## native_country_nicaragua 0.130045880 -0.0774501530
## native_country_outlying_us(guam_usvi_etc) -0.021999666 0.0452870826
## native_country_peru -0.007665594 0.1054736561
## native_country_philippines -0.197634575 -0.0088871686
## native_country_poland -0.116751317 -0.0418868926
## native_country_portugal -0.014946935 -0.1220314209
## native_country_puerto_rico -0.002525260 0.1100207131
## native_country_scotland -0.086811132 0.0378917557
## native_country_south 0.041330602 0.0065693011
## native_country_taiwan 0.271017313 -0.0385227505
## native_country_thailand -0.014674415 -0.0477002124
## native_country_trinadad&tobago 0.048258384 0.0606946786
## native_country_united_states -0.006937970 -0.0007336352
## native_country_vietnam 0.032080146 -0.0964608783
## native_country_yugoslavia -0.017089569 -0.0035628987
## PC79 PC80
## l_capital_gain 0.041385142 -0.262707573
## l_capital_loss 0.061052685 -0.219173635
## age -0.006463067 -0.006342627
## fnlwgt 0.268317899 0.046231390
## education_num 0.039271248 0.005144604
## hours_per_week 0.017197566 0.007237893
## workclass_federal_gov -0.252249784 -0.273846579
## workclass_local_gov -0.037993236 0.107455419
## workclass_private 0.021273421 -0.051067405
## workclass_self_emp_inc -0.121525230 0.214315425
## workclass_self_emp_not_inc 0.124994338 -0.008929558
## workclass_state_gov 0.152063635 0.027645647
## workclass_without_pay 0.058044289 -0.018446336
## education_1st_4th -0.253395507 0.110457401
## education_5th_6th 0.039913812 0.021043927
## education_7th_8th -0.223498545 -0.035009715
## education_9th 0.007310435 -0.037500523
## education_10th 0.021834353 -0.070783317
## education_11th 0.132258418 0.040361522
## education_12th -0.005479686 0.041882094
## education_assoc_acdm 0.023031863 0.016001585
## education_assoc_voc -0.031392167 0.029496334
## education_bachelors -0.025678969 0.083264013
## education_doctorate -0.092830914 -0.069558257
## education_hs_grad -0.010066997 -0.041791964
## education_masters -0.030558123 -0.082992645
## education_preschool 0.244987259 -0.160841453
## education_prof_school 0.148400711 -0.055311000
## education_some_college 0.047836103 0.044943888
## marital_status_divorced -0.064339930 -0.050614581
## marital_status_married_af_spouse 0.006000218 0.008557062
## marital_status_married_civ_spouse -0.019194679 0.009035952
## marital_status_married_spouse_absent 0.038849962 -0.124696298
## marital_status_never_married 0.019122103 -0.015764502
## marital_status_separated -0.117934433 0.017968169
## marital_status_widowed 0.235356282 0.185491415
## occupation_adm_clerical -0.023111495 0.063313366
## occupation_armed_forces 0.205390001 0.238381859
## occupation_craft_repair 0.058209808 0.060723961
## occupation_exec_managerial 0.127532558 -0.038772608
## occupation_farming_fishing -0.018782692 0.012447808
## occupation_handlers_cleaners -0.046342611 0.125193946
## occupation_machine_op_inspct 0.007081429 0.137132635
## occupation_other_service -0.168125887 -0.110463946
## occupation_priv_house_serv -0.118542240 -0.387633880
## occupation_prof_specialty -0.057068602 0.050218230
## occupation_protective_serv 0.047649610 -0.207216457
## occupation_sales -0.050120875 -0.094192893
## occupation_tech_support 0.078858758 0.001873735
## occupation_transport_moving 0.124505811 0.047178720
## relationship_husband -0.032186415 -0.010915500
## relationship_not_in_family -0.062041366 0.042435566
## relationship_other_relative 0.193324530 -0.136580917
## relationship_own_child -0.036284082 -0.048205757
## relationship_unmarried 0.067522816 0.042632978
## relationship_wife 0.010405339 0.066445949
## race_amer_indian_eskimo 0.119896607 0.052373642
## race_asian_pac_islander -0.019966888 0.013653998
## race_black -0.004903603 -0.052400712
## race_other 0.029199981 0.034447325
## race_white -0.027413678 0.013923924
## sex_female 0.018739124 -0.002492897
## sex_male -0.018739124 0.002492897
## native_country_cambodia -0.077711969 0.011893235
## native_country_canada 0.082399845 -0.069120348
## native_country_china 0.068595732 0.082678188
## native_country_columbia -0.058656601 0.003287960
## native_country_cuba 0.047115270 -0.046680934
## native_country_dominican_republic 0.122176484 -0.059273754
## native_country_ecuador -0.076409182 -0.014571289
## native_country_el_salvador -0.007716674 0.242171572
## native_country_england 0.001199693 0.068395661
## native_country_france 0.038220180 0.060460661
## native_country_germany -0.029959008 -0.044915604
## native_country_greece 0.025593974 -0.035971727
## native_country_guatemala 0.126552198 0.236614091
## native_country_haiti -0.171878684 0.179487268
## native_country_holand_netherlands -0.061197316 0.044575890
## native_country_honduras -0.044632820 0.019112631
## native_country_hong -0.086121704 0.019752453
## native_country_hungary -0.076799862 0.022552162
## native_country_india -0.124294840 0.058300526
## native_country_iran -0.006439619 -0.021602865
## native_country_ireland 0.039421168 -0.022386842
## native_country_italy 0.118818308 -0.126181127
## native_country_jamaica -0.108155175 0.130150272
## native_country_japan 0.004534775 -0.014627297
## native_country_laos -0.071568268 -0.012021313
## native_country_mexico -0.057724518 -0.088386088
## native_country_nicaragua -0.156673360 0.049407886
## native_country_outlying_us(guam_usvi_etc) -0.013303634 -0.050382443
## native_country_peru -0.035777322 -0.007742880
## native_country_philippines 0.045109218 0.014341078
## native_country_poland 0.036080718 0.008520422
## native_country_portugal 0.304664616 -0.145719499
## native_country_puerto_rico 0.024239664 -0.037663338
## native_country_scotland 0.010499717 -0.003933869
## native_country_south -0.020448386 -0.052079702
## native_country_taiwan 0.038064319 -0.017957569
## native_country_thailand 0.031978023 -0.011721941
## native_country_trinadad&tobago 0.010885424 0.014357348
## native_country_united_states -0.009307808 -0.023831141
## native_country_vietnam 0.035924481 -0.045617687
## native_country_yugoslavia -0.004278158 0.018057979
## PC81 PC82
## l_capital_gain 0.3615441710 -0.3708235908
## l_capital_loss 0.3211211337 -0.2770133186
## age 0.0055950955 0.0044061089
## fnlwgt -0.1149243868 -0.1135097860
## education_num -0.0505659426 0.0351547557
## hours_per_week 0.1231121046 0.0512629477
## workclass_federal_gov -0.1071652310 -0.0391205892
## workclass_local_gov -0.0324420164 -0.0070246952
## workclass_private 0.1265783758 0.0424481300
## workclass_self_emp_inc 0.0222646964 0.2468320639
## workclass_self_emp_not_inc -0.1812019475 -0.1980619562
## workclass_state_gov 0.0909041891 -0.0024470781
## workclass_without_pay -0.0618280008 -0.0437013646
## education_1st_4th -0.0031136749 -0.0717156146
## education_5th_6th -0.0042829479 -0.0225594553
## education_7th_8th -0.0050043953 -0.0887182825
## education_9th 0.0803014259 -0.0258803403
## education_10th 0.0835084558 -0.0421797812
## education_11th 0.1551442197 0.0478607349
## education_12th 0.0685292877 -0.0314962054
## education_assoc_acdm -0.0730283133 0.0210274008
## education_assoc_voc -0.2067878807 -0.0508992897
## education_bachelors 0.0064487642 0.0246931034
## education_doctorate -0.0090422782 -0.1004044603
## education_hs_grad 0.0142416236 -0.0179727476
## education_masters 0.1223755227 0.0558396931
## education_preschool -0.1375643253 0.1289217889
## education_prof_school -0.0319901526 -0.0507569609
## education_some_college -0.0719974511 0.0705524393
## marital_status_divorced -0.0105108074 -0.0126556842
## marital_status_married_af_spouse 0.0315363320 0.0101036553
## marital_status_married_civ_spouse -0.0089279335 0.0539719750
## marital_status_married_spouse_absent -0.0149345411 0.1732861238
## marital_status_never_married 0.0155026405 -0.0423367480
## marital_status_separated -0.0060436958 -0.0998004736
## marital_status_widowed 0.0162754234 -0.0283187707
## occupation_adm_clerical 0.2009444514 0.0106062581
## occupation_armed_forces 0.1019434197 0.0418272973
## occupation_craft_repair 0.0076982512 -0.0305802501
## occupation_exec_managerial -0.1348535663 -0.1733502331
## occupation_farming_fishing 0.3331684584 0.2256515658
## occupation_handlers_cleaners -0.0958868062 0.0375526338
## occupation_machine_op_inspct -0.1575787096 -0.0485815314
## occupation_other_service 0.0187263489 0.1371704324
## occupation_priv_house_serv -0.1982758079 0.1353575869
## occupation_prof_specialty -0.0557816547 0.1160728614
## occupation_protective_serv 0.1551336519 -0.1103677916
## occupation_sales -0.0357215827 -0.0814996236
## occupation_tech_support 0.1560427703 -0.0056956892
## occupation_transport_moving -0.1621908614 -0.0856435766
## relationship_husband 0.0065974377 0.0563096414
## relationship_not_in_family 0.0228013837 0.0370499410
## relationship_other_relative -0.0836486805 0.0535365972
## relationship_own_child -0.0025479468 -0.1223839398
## relationship_unmarried 0.0216181938 -0.0284752706
## relationship_wife -0.0226396260 -0.0048437663
## race_amer_indian_eskimo -0.0287374925 -0.1902055205
## race_asian_pac_islander -0.0141726368 -0.0277739249
## race_black 0.0128749966 0.1534535581
## race_other 0.1927575873 0.1374717363
## race_white -0.0448105347 -0.0967993346
## sex_female -0.0009668463 -0.0168583264
## sex_male 0.0009668463 0.0168583264
## native_country_cambodia 0.0493793758 0.0039958131
## native_country_canada 0.0163177728 0.0926118770
## native_country_china -0.0141352600 -0.0457822732
## native_country_columbia 0.0366349380 0.0181748757
## native_country_cuba 0.0540256411 0.1009705617
## native_country_dominican_republic -0.1067124712 -0.1101302895
## native_country_ecuador -0.0626418325 -0.0930443903
## native_country_el_salvador 0.1220713427 -0.0410522139
## native_country_england 0.0216708993 0.1055142924
## native_country_france 0.0064061682 -0.0227490767
## native_country_germany 0.0214482898 0.1135614100
## native_country_greece 0.0180481527 0.0684890113
## native_country_guatemala 0.1048376208 -0.0582678968
## native_country_haiti 0.0443922590 -0.2769151860
## native_country_holand_netherlands -0.0129781634 0.0363042142
## native_country_honduras 0.0062984965 -0.0001604121
## native_country_hong -0.0303281635 0.0149228343
## native_country_hungary 0.0654464445 0.0412379226
## native_country_india -0.1181371786 -0.0977935654
## native_country_iran 0.0014669062 0.0332843417
## native_country_ireland -0.0093556574 0.0062804084
## native_country_italy 0.0132189470 0.0791490326
## native_country_jamaica -0.0214624985 -0.2617067343
## native_country_japan -0.0193005026 0.0150595440
## native_country_laos 0.0731248446 -0.0077722613
## native_country_mexico -0.0425124407 -0.0335881954
## native_country_nicaragua 0.0560647142 0.0039006092
## native_country_outlying_us(guam_usvi_etc) 0.0366171260 -0.0319392413
## native_country_peru 0.0203857977 0.0016400995
## native_country_philippines -0.0141819022 -0.0383120280
## native_country_poland 0.0939683057 -0.0133498311
## native_country_portugal -0.0315043336 0.0859632474
## native_country_puerto_rico -0.1857672610 -0.0517203677
## native_country_scotland 0.0033284384 0.0083701985
## native_country_south 0.0915237053 0.0496525974
## native_country_taiwan -0.0167588715 -0.0059728227
## native_country_thailand 0.0314319889 -0.0460366824
## native_country_trinadad&tobago -0.0712064574 -0.0989604380
## native_country_united_states -0.0018608294 0.0614006195
## native_country_vietnam -0.0167087754 0.0502591964
## native_country_yugoslavia 0.0557046627 0.0603076934
## PC83 PC84
## l_capital_gain 0.1432914589 -2.717409e-01
## l_capital_loss 0.1041227094 -2.144954e-01
## age 0.0123013421 -1.364138e-01
## fnlwgt -0.3656746519 9.320466e-02
## education_num -0.0283047742 -4.088783e-03
## hours_per_week -0.0889797402 3.078983e-01
## workclass_federal_gov 0.0033449013 3.043956e-01
## workclass_local_gov 0.0358466054 -1.591320e-01
## workclass_private -0.0635195563 4.320102e-02
## workclass_self_emp_inc -0.0846900096 -8.893892e-02
## workclass_self_emp_not_inc 0.1219958333 -4.591254e-02
## workclass_state_gov -0.0005385016 -1.448257e-02
## workclass_without_pay 0.0224421232 3.131890e-02
## education_1st_4th 0.1948871380 -7.258978e-02
## education_5th_6th -0.0430574663 -1.367070e-01
## education_7th_8th 0.0290873199 7.762151e-02
## education_9th -0.0216052180 7.069157e-03
## education_10th -0.0388174514 6.415931e-02
## education_11th -0.0847599548 1.178988e-01
## education_12th -0.0132598212 5.282470e-02
## education_assoc_acdm 0.0506800389 -9.352713e-02
## education_assoc_voc 0.0633273798 -5.922327e-02
## education_bachelors 0.0211895863 -1.097820e-01
## education_doctorate -0.0160737821 7.993594e-02
## education_hs_grad -0.0317522118 2.221638e-02
## education_masters -0.0698878149 4.741668e-02
## education_preschool 0.1359145609 -6.957045e-02
## education_prof_school -0.0072436814 1.502802e-01
## education_some_college 0.0270926820 -1.904015e-02
## marital_status_divorced -0.0044739872 -1.283567e-01
## marital_status_married_af_spouse -0.0186246925 -8.728417e-02
## marital_status_married_civ_spouse -0.0457146214 1.737618e-02
## marital_status_married_spouse_absent 0.1061774435 6.912143e-03
## marital_status_never_married 0.0217475969 4.229614e-02
## marital_status_separated 0.0309499326 -5.889454e-02
## marital_status_widowed -0.0142513110 1.677964e-01
## occupation_adm_clerical -0.1397746119 -2.065170e-01
## occupation_armed_forces 0.0220985641 -1.632714e-01
## occupation_craft_repair 0.1329873041 5.168876e-02
## occupation_exec_managerial 0.0946110837 1.223100e-01
## occupation_farming_fishing -0.2531070464 1.689352e-03
## occupation_handlers_cleaners 0.0436802257 -2.819192e-02
## occupation_machine_op_inspct 0.1343768595 -7.175130e-02
## occupation_other_service -0.1790352051 -9.215029e-02
## occupation_priv_house_serv -0.1746946041 -5.615600e-02
## occupation_prof_specialty 0.0064256093 3.034230e-02
## occupation_protective_serv -0.0262561121 2.756774e-01
## occupation_sales 0.0373432697 6.136527e-02
## occupation_tech_support -0.0612942878 1.037711e-02
## occupation_transport_moving 0.1757739752 -2.155190e-02
## relationship_husband -0.0747033002 -1.746364e-02
## relationship_not_in_family -0.0586245929 -2.467425e-02
## relationship_other_relative 0.1193607566 -6.863581e-02
## relationship_own_child 0.0753800815 -6.843630e-02
## relationship_unmarried 0.0160414615 1.246643e-01
## relationship_wife 0.0502665133 8.059321e-02
## race_amer_indian_eskimo -0.2759733429 3.553672e-03
## race_asian_pac_islander -0.0097830196 9.233583e-03
## race_black 0.0822389093 -1.322571e-01
## race_other 0.3048146193 2.475150e-01
## race_white -0.0640141115 4.277073e-02
## sex_female 0.0110760620 8.534491e-02
## sex_male -0.0110760620 -8.534491e-02
## native_country_cambodia -0.0708789931 1.570221e-02
## native_country_canada 0.0438869181 -1.397621e-02
## native_country_china 0.0078358648 3.303943e-02
## native_country_columbia -0.0422737953 -7.860012e-02
## native_country_cuba 0.0775498723 -6.855839e-03
## native_country_dominican_republic -0.3239465294 -1.140596e-01
## native_country_ecuador -0.2192407367 -1.060894e-01
## native_country_el_salvador 0.0121070018 6.993454e-02
## native_country_england 0.0551610761 -3.879412e-02
## native_country_france 0.0634839167 -3.603688e-02
## native_country_germany 0.0674575560 -2.078553e-02
## native_country_greece 0.0066134928 4.139488e-03
## native_country_guatemala 0.0110646879 -2.322311e-02
## native_country_haiti -0.0783818035 1.496030e-01
## native_country_holand_netherlands -0.0613856358 3.289507e-02
## native_country_honduras -0.0231901111 1.275016e-02
## native_country_hong 0.0372792009 4.928568e-05
## native_country_hungary 0.0098234395 1.860081e-02
## native_country_india -0.0609234128 -8.413897e-02
## native_country_iran -0.0607223135 -5.808563e-02
## native_country_ireland -0.0002584307 3.226597e-03
## native_country_italy 0.0328822114 6.489961e-02
## native_country_jamaica -0.0653768222 1.066136e-01
## native_country_japan 0.0482253740 -2.386372e-02
## native_country_laos -0.0377645081 2.887510e-02
## native_country_mexico 0.0902209596 7.229665e-02
## native_country_nicaragua 0.0189241231 -7.724365e-03
## native_country_outlying_us(guam_usvi_etc) 0.0023828957 2.395145e-02
## native_country_peru 0.0169112572 -7.476610e-02
## native_country_philippines -0.0042776375 7.466231e-02
## native_country_poland -0.0036597842 -1.266493e-02
## native_country_portugal -0.0668752292 -2.018689e-02
## native_country_puerto_rico -0.1537469625 -1.539816e-01
## native_country_scotland 0.0355298748 -9.474517e-03
## native_country_south -0.0268854651 -2.956627e-02
## native_country_taiwan 0.0526520874 -3.320601e-02
## native_country_thailand 0.0269558968 -1.641206e-02
## native_country_trinadad&tobago -0.0210897293 4.975501e-02
## native_country_united_states 0.0507358104 3.886204e-04
## native_country_vietnam -0.0472730004 6.941085e-02
## native_country_yugoslavia 0.0491549050 2.493096e-02
## PC85 PC86
## l_capital_gain 0.043016757 -0.2709275911
## l_capital_loss 0.024298245 -0.1973735954
## age -0.078401941 0.1379048031
## fnlwgt -0.271386117 -0.1831548316
## education_num -0.056036335 -0.0318238322
## hours_per_week 0.320164380 -0.1330005317
## workclass_federal_gov 0.138494371 -0.1446834592
## workclass_local_gov -0.084988349 0.0522454514
## workclass_private 0.024186803 0.0786079590
## workclass_self_emp_inc -0.036439003 -0.0862782734
## workclass_self_emp_not_inc -0.083545339 0.0474754450
## workclass_state_gov 0.080311536 -0.0996468127
## workclass_without_pay 0.022140746 0.0230268428
## education_1st_4th 0.087922470 0.0843117546
## education_5th_6th 0.155667307 0.1247753896
## education_7th_8th -0.013110896 0.0775603412
## education_9th -0.004564270 0.0846699532
## education_10th -0.038927304 0.0620535330
## education_11th 0.005443693 0.0267960913
## education_12th 0.029675782 0.0293870320
## education_assoc_acdm 0.018087940 -0.0974589741
## education_assoc_voc -0.054374079 -0.0818786061
## education_bachelors 0.026930033 -0.1111914157
## education_doctorate -0.040994304 0.2435965158
## education_hs_grad -0.057613133 0.0105152600
## education_masters -0.003384999 0.0595912209
## education_preschool 0.069214871 0.0444855659
## education_prof_school -0.019229179 0.3231103990
## education_some_college 0.030206553 -0.1709634086
## marital_status_divorced -0.098921775 0.0278092127
## marital_status_married_af_spouse -0.063008720 0.0391515047
## marital_status_married_civ_spouse -0.003206133 0.0076093424
## marital_status_married_spouse_absent -0.088257867 0.0100170826
## marital_status_never_married 0.121346838 0.0058004078
## marital_status_separated -0.164612580 0.0325659144
## marital_status_widowed 0.115284925 -0.1445083675
## occupation_adm_clerical -0.181925574 0.1963885200
## occupation_armed_forces -0.054864764 0.0634136783
## occupation_craft_repair 0.198054296 -0.0463798917
## occupation_exec_managerial -0.047183110 0.2747128501
## occupation_farming_fishing 0.025087823 -0.1101484211
## occupation_handlers_cleaners 0.028138409 -0.1682702089
## occupation_machine_op_inspct -0.059438895 -0.1848031245
## occupation_other_service -0.046409426 -0.1760243722
## occupation_priv_house_serv -0.197102298 -0.1603029576
## occupation_prof_specialty 0.045544305 -0.1031687325
## occupation_protective_serv 0.091272594 0.1025150435
## occupation_sales 0.039860699 0.1102061814
## occupation_tech_support -0.043778751 0.1805207932
## occupation_transport_moving 0.036739621 -0.1084040590
## relationship_husband -0.054823767 0.0600456831
## relationship_not_in_family -0.046290521 0.0213677683
## relationship_other_relative -0.000519829 -0.0248637610
## relationship_own_child -0.065715981 0.0951892115
## relationship_unmarried 0.146740890 -0.1424305371
## relationship_wife 0.121155543 -0.1168047578
## race_amer_indian_eskimo -0.120900664 -0.0321441099
## race_asian_pac_islander -0.018176524 -0.0287360547
## race_black 0.201182712 0.1402295041
## race_other -0.430648644 -0.1115441899
## race_white -0.016810855 -0.0665202134
## sex_female 0.051933841 0.0190910430
## sex_male -0.051933841 -0.0190910430
## native_country_cambodia -0.052063824 0.0390523859
## native_country_canada -0.012292613 0.0066892165
## native_country_china 0.013986800 -0.0402018738
## native_country_columbia 0.116064639 0.0353673892
## native_country_cuba 0.058911499 -0.0425241827
## native_country_dominican_republic 0.141305358 0.0123843303
## native_country_ecuador 0.183748186 0.0512015929
## native_country_el_salvador -0.003773894 0.0206458789
## native_country_england -0.020555614 -0.0266766372
## native_country_france 0.035239988 -0.0222464448
## native_country_germany -0.023908439 0.0167335693
## native_country_greece -0.029499951 -0.0182579627
## native_country_guatemala 0.108008600 0.0592811965
## native_country_haiti -0.154281578 -0.0560603739
## native_country_holand_netherlands -0.020679487 0.0330458551
## native_country_honduras -0.004734688 0.0155964256
## native_country_hong -0.021533141 -0.0076718301
## native_country_hungary 0.023213482 0.0035087262
## native_country_india 0.078374729 -0.0793108416
## native_country_iran 0.084592764 0.0259746921
## native_country_ireland -0.035494645 0.0146279051
## native_country_italy -0.061614176 -0.0343095471
## native_country_jamaica -0.101653469 -0.1001381933
## native_country_japan 0.016297051 -0.0161909865
## native_country_laos -0.033747438 -0.0015653762
## native_country_mexico -0.050656487 0.0222716732
## native_country_nicaragua 0.088072598 0.0512262347
## native_country_outlying_us(guam_usvi_etc) -0.042983674 -0.0063759706
## native_country_peru 0.098463556 0.0583204678
## native_country_philippines -0.052964243 0.0017754316
## native_country_poland -0.003738162 0.0383095291
## native_country_portugal -0.060434573 -0.0261360777
## native_country_puerto_rico 0.177582304 0.0602135867
## native_country_scotland -0.020006724 -0.0182869251
## native_country_south -0.040600352 0.0113847122
## native_country_taiwan 0.005443780 -0.0668774753
## native_country_thailand -0.016291266 0.0141302773
## native_country_trinadad&tobago -0.055776184 -0.0425536872
## native_country_united_states -0.038062464 0.0008922927
## native_country_vietnam -0.037607031 0.0131365871
## native_country_yugoslavia 0.021709669 0.0104477702
## PC87 PC88
## l_capital_gain 0.042472667 -0.0323815956
## l_capital_loss 0.007546948 -0.0144142644
## age -0.146055819 0.0370981993
## fnlwgt -0.074219512 -0.0254487729
## education_num -0.036257974 0.0833250129
## hours_per_week 0.460343533 -0.0256852402
## workclass_federal_gov -0.166568305 -0.1111804437
## workclass_local_gov 0.176367136 -0.4177388204
## workclass_private -0.112845152 0.0460460106
## workclass_self_emp_inc -0.142640619 0.2774946183
## workclass_self_emp_not_inc 0.176229786 0.3556675664
## workclass_state_gov 0.050825469 -0.2308095259
## workclass_without_pay 0.073607521 0.0377423474
## education_1st_4th -0.036882943 0.0288150715
## education_5th_6th -0.071126453 0.0098011270
## education_7th_8th 0.046420216 0.0161748241
## education_9th -0.004355826 0.0009018461
## education_10th 0.063321131 -0.0083510516
## education_11th 0.099661196 -0.0184560702
## education_12th 0.070261778 -0.0195493503
## education_assoc_acdm -0.030148735 -0.0292069317
## education_assoc_voc -0.001639485 -0.0563117049
## education_bachelors -0.022223399 0.0985839558
## education_doctorate 0.021663754 0.0074186825
## education_hs_grad -0.021328750 -0.0786227290
## education_masters -0.010728713 0.2416864485
## education_preschool -0.005158970 0.0455496362
## education_prof_school 0.006583031 -0.1627972886
## education_some_college -0.022324995 -0.0441082953
## marital_status_divorced -0.151859475 -0.0128144371
## marital_status_married_af_spouse 0.028204475 -0.0013623936
## marital_status_married_civ_spouse 0.047616888 -0.0118369769
## marital_status_married_spouse_absent -0.004141807 -0.0093839291
## marital_status_never_married 0.113068923 0.0362798360
## marital_status_separated -0.127007736 -0.0241848528
## marital_status_widowed -0.013621431 -0.0081513102
## occupation_adm_clerical 0.264391274 0.1754462504
## occupation_armed_forces 0.048206514 0.0340133291
## occupation_craft_repair -0.112131738 -0.0142621534
## occupation_exec_managerial -0.059080345 -0.2219963695
## occupation_farming_fishing -0.375963810 -0.2576256103
## occupation_handlers_cleaners 0.118591290 0.0561065982
## occupation_machine_op_inspct 0.055938944 0.0384125953
## occupation_other_service 0.213920625 0.0810347002
## occupation_priv_house_serv 0.151002755 -0.0065561559
## occupation_prof_specialty -0.141482723 0.0130803271
## occupation_protective_serv -0.228228968 0.4353759763
## occupation_sales 0.063423616 -0.2157370627
## occupation_tech_support 0.095378639 0.0369291377
## occupation_transport_moving -0.153289334 0.0814339581
## relationship_husband 0.121388894 -0.0220855648
## relationship_not_in_family 0.040260884 -0.0296730613
## relationship_other_relative -0.073227747 -0.0041355012
## relationship_own_child -0.169475400 -0.0084037032
## relationship_unmarried 0.092060727 0.0721780548
## relationship_wife -0.158725778 0.0254115610
## race_amer_indian_eskimo -0.045988166 0.0448629086
## race_asian_pac_islander -0.009765118 -0.0257805018
## race_black 0.006926400 0.0187287332
## race_other 0.026124787 -0.0160991637
## race_white 0.005210751 -0.0118306113
## sex_female 0.042851352 -0.0132898672
## sex_male -0.042851352 0.0132898672
## native_country_cambodia 0.020576031 0.0166320759
## native_country_canada 0.011090717 -0.0232008436
## native_country_china 0.021640889 -0.0104187016
## native_country_columbia -0.026678762 0.0055354885
## native_country_cuba 0.034359579 -0.0372200475
## native_country_dominican_republic -0.050320917 -0.0110740066
## native_country_ecuador -0.017735846 0.0018012282
## native_country_el_salvador -0.001355462 -0.0054121605
## native_country_england -0.007910524 -0.0045815241
## native_country_france -0.017817907 -0.0105720697
## native_country_germany -0.004571481 -0.0009002416
## native_country_greece -0.032097887 -0.0214279997
## native_country_guatemala -0.046651582 0.0202204484
## native_country_haiti -0.006507971 -0.0259004828
## native_country_holand_netherlands -0.002007183 -0.0006919125
## native_country_honduras 0.015802230 -0.0041219846
## native_country_hong 0.021934647 -0.0061056735
## native_country_hungary 0.006708241 -0.0270794986
## native_country_india 0.001193947 -0.0147399798
## native_country_iran -0.018776949 -0.0340964579
## native_country_ireland -0.011603891 -0.0043839044
## native_country_italy -0.015909367 -0.0194464467
## native_country_jamaica -0.051559228 -0.0097734319
## native_country_japan -0.010649598 -0.0015597885
## native_country_laos 0.003464814 0.0141379538
## native_country_mexico 0.089445009 0.0544497649
## native_country_nicaragua -0.021313115 -0.0131446314
## native_country_outlying_us(guam_usvi_etc) -0.010576286 0.0035312781
## native_country_peru 0.025458975 -0.0123589766
## native_country_philippines 0.014155672 0.0107751440
## native_country_poland 0.010792806 -0.0042022195
## native_country_portugal -0.010269032 -0.0064856256
## native_country_puerto_rico -0.002771484 0.0211658773
## native_country_scotland 0.004204236 -0.0321106424
## native_country_south -0.035242701 -0.0338191032
## native_country_taiwan 0.023838935 -0.0094334357
## native_country_thailand -0.018008853 -0.0147891263
## native_country_trinadad&tobago -0.018787296 -0.0237592855
## native_country_united_states -0.009130327 0.0144287262
## native_country_vietnam -0.020336785 0.0072529093
## native_country_yugoslavia -0.011132605 0.0050880477
## PC89 PC90
## l_capital_gain 0.046887661 -0.0151467146
## l_capital_loss 0.035050460 0.0007261050
## age -0.137571647 -0.0150898159
## fnlwgt -0.095268328 -0.1873951801
## education_num 0.043310121 0.2134273707
## hours_per_week -0.470820376 0.0084707442
## workclass_federal_gov -0.020186593 -0.0110008745
## workclass_local_gov 0.028850843 0.0289669788
## workclass_private -0.017243974 -0.0085820053
## workclass_self_emp_inc 0.058414460 -0.0113840273
## workclass_self_emp_not_inc 0.005898292 -0.0175143891
## workclass_state_gov -0.042521685 0.0271348862
## workclass_without_pay -0.006349565 -0.0068450253
## education_1st_4th -0.094074901 -0.2851862319
## education_5th_6th -0.162081917 -0.3830977787
## education_7th_8th 0.014266546 -0.0042469109
## education_9th -0.019481211 -0.0522917440
## education_10th 0.020372361 0.0444360653
## education_11th 0.012257938 0.0450469491
## education_12th 0.007229671 -0.0251328718
## education_assoc_acdm -0.009946480 -0.0002849553
## education_assoc_voc 0.002409971 0.0094439361
## education_bachelors -0.064906402 0.0311209409
## education_doctorate 0.055940770 0.0129420213
## education_hs_grad 0.058349255 0.0257723600
## education_masters -0.025554622 0.0281264152
## education_preschool -0.078217460 -0.1173449679
## education_prof_school 0.043915027 0.0485979592
## education_some_college 0.029030625 0.0410369719
## marital_status_divorced -0.204565255 0.1480295931
## marital_status_married_af_spouse 0.008800829 -0.0209783792
## marital_status_married_civ_spouse 0.041513864 -0.0249510673
## marital_status_married_spouse_absent -0.056678819 0.0018779588
## marital_status_never_married 0.241951435 -0.1713835389
## marital_status_separated -0.147794610 0.0696899447
## marital_status_widowed -0.189101421 0.1784637385
## occupation_adm_clerical -0.028589294 0.0195791563
## occupation_armed_forces -0.004253957 0.0067775633
## occupation_craft_repair -0.020567300 0.0404299816
## occupation_exec_managerial 0.076926758 -0.0443713969
## occupation_farming_fishing 0.088426646 0.0266321801
## occupation_handlers_cleaners -0.007123846 0.0076410352
## occupation_machine_op_inspct -0.004210417 0.0442102091
## occupation_other_service -0.079203246 0.0490731414
## occupation_priv_house_serv 0.005481584 0.0217990907
## occupation_prof_specialty -0.052590177 -0.1524732651
## occupation_protective_serv 0.012384566 -0.0320833980
## occupation_sales 0.026976792 0.0168841291
## occupation_tech_support -0.031850374 -0.0057462503
## occupation_transport_moving 0.063664335 0.0577861728
## relationship_husband 0.059519126 -0.0916829662
## relationship_not_in_family 0.119073140 0.0064336055
## relationship_other_relative -0.088831938 -0.0360635801
## relationship_own_child -0.519642580 0.1753642297
## relationship_unmarried 0.380497678 -0.1453815983
## relationship_wife 0.001659063 0.1484430510
## race_amer_indian_eskimo -0.028747936 -0.0385276589
## race_asian_pac_islander -0.016480261 -0.0760941214
## race_black 0.018816233 0.1354836763
## race_other -0.048208221 -0.1281468276
## race_white 0.012481696 -0.0336744114
## sex_female -0.033480580 -0.0956178383
## sex_male 0.033480580 0.0956178383
## native_country_cambodia 0.000894371 0.0075078528
## native_country_canada -0.034438619 -0.0808284069
## native_country_china -0.005752028 -0.0087219595
## native_country_columbia -0.011295841 -0.0077838873
## native_country_cuba 0.023015769 -0.0083060856
## native_country_dominican_republic 0.042803251 0.0703362091
## native_country_ecuador 0.006412597 0.0147249003
## native_country_el_salvador 0.051222305 0.1667097082
## native_country_england -0.013907283 -0.0763585938
## native_country_france -0.017023981 -0.0383894474
## native_country_germany -0.036766575 -0.0936006710
## native_country_greece -0.006298424 -0.0423075543
## native_country_guatemala 0.017278425 0.1125061283
## native_country_haiti -0.008690560 -0.0434844886
## native_country_holand_netherlands -0.005200956 -0.0031743316
## native_country_honduras -0.007011828 0.0256539484
## native_country_hong -0.012877323 0.0075524510
## native_country_hungary -0.012878331 -0.0309557036
## native_country_india -0.009603617 -0.0468051469
## native_country_iran -0.005725696 -0.0458426187
## native_country_ireland -0.030867383 -0.0318873838
## native_country_italy 0.022336095 0.0165608785
## native_country_jamaica -0.037523107 -0.0846492910
## native_country_japan -0.015677229 -0.0371092110
## native_country_laos 0.008559694 0.0307556966
## native_country_mexico 0.147284346 0.5063453652
## native_country_nicaragua 0.010726214 0.0121885339
## native_country_outlying_us(guam_usvi_etc) -0.010366069 -0.0388023609
## native_country_peru -0.009723782 -0.0205195008
## native_country_philippines 0.035724426 -0.0244760378
## native_country_poland -0.023254114 -0.0581776058
## native_country_portugal 0.012221097 0.0044585160
## native_country_puerto_rico -0.018213628 0.0106932537
## native_country_scotland -0.007172810 -0.0199686967
## native_country_south 0.010546279 -0.0342226132
## native_country_taiwan -0.025963402 -0.0247669718
## native_country_thailand 0.004545346 -0.0096077328
## native_country_trinadad&tobago -0.025032979 -0.0261337215
## native_country_united_states -0.057107645 -0.1830044112
## native_country_vietnam -0.018082027 0.0212426953
## native_country_yugoslavia -0.008966587 -0.0201629413
## PC91 PC92
## l_capital_gain 0.0571063465 -0.0248994082
## l_capital_loss 0.0375425687 -0.0130959309
## age -0.0183154071 0.1104662418
## fnlwgt -0.0067262194 0.0529172657
## education_num -0.0474951538 0.2428784639
## hours_per_week -0.0194283344 -0.0200385828
## workclass_federal_gov 0.0121017630 0.0546318753
## workclass_local_gov -0.0771127941 0.0698752896
## workclass_private 0.0022163149 -0.0272811306
## workclass_self_emp_inc 0.0478458857 -0.0070594699
## workclass_self_emp_not_inc 0.0453964972 -0.0788103899
## workclass_state_gov -0.0259060532 0.0410654308
## workclass_without_pay 0.0054256821 -0.0129089962
## education_1st_4th -0.0975337854 0.0638118629
## education_5th_6th -0.1300667227 0.0541877135
## education_7th_8th -0.0389225716 0.0057965544
## education_9th -0.0137149175 -0.0040229882
## education_10th 0.0130308465 -0.0394895418
## education_11th 0.0244223011 -0.0517763207
## education_12th 0.0342754707 -0.0441410403
## education_assoc_acdm 0.0404517290 -0.0349169704
## education_assoc_voc 0.0183770238 -0.0431397412
## education_bachelors -0.0297789104 0.1336946924
## education_doctorate -0.0916201015 0.1500002457
## education_hs_grad 0.0899130179 -0.1788438643
## education_masters -0.0940023476 0.1930576329
## education_preschool -0.0478958848 0.0389610663
## education_prof_school -0.1373084065 0.2415654369
## education_some_college 0.0614051730 -0.0817461555
## marital_status_divorced -0.0284938804 -0.0479434238
## marital_status_married_af_spouse 0.0489180897 0.0059789217
## marital_status_married_civ_spouse 0.0988822045 0.0269433609
## marital_status_married_spouse_absent 0.0010799282 -0.0106710212
## marital_status_never_married -0.0526038518 0.0444613166
## marital_status_separated -0.0067079132 -0.0093544081
## marital_status_widowed -0.0912594581 -0.0904919980
## occupation_adm_clerical -0.1559587293 -0.0690478378
## occupation_armed_forces 0.0151119904 -0.0107689485
## occupation_craft_repair 0.0280913223 0.2667864951
## occupation_exec_managerial 0.0272513787 -0.1897742070
## occupation_farming_fishing 0.0260603252 0.1679402887
## occupation_handlers_cleaners 0.0816467857 0.2040852977
## occupation_machine_op_inspct -0.0294582971 0.1947303448
## occupation_other_service -0.1089708348 0.1081325912
## occupation_priv_house_serv -0.0939589925 0.0054205461
## occupation_prof_specialty 0.2200707690 -0.5650956193
## occupation_protective_serv 0.0512390751 -0.0002199290
## occupation_sales -0.0902169473 0.0001312755
## occupation_tech_support -0.0152079661 -0.0500708195
## occupation_transport_moving 0.0356984437 0.1940511412
## relationship_husband 0.3089906537 0.0789178600
## relationship_not_in_family 0.0507599820 -0.0087989753
## relationship_other_relative -0.0206373463 0.0013643118
## relationship_own_child 0.0281477242 0.0011596024
## relationship_unmarried -0.2466150327 -0.0320668455
## relationship_wife -0.4996191055 -0.1227417846
## race_amer_indian_eskimo 0.0048083646 0.0270041920
## race_asian_pac_islander -0.0052120825 -0.0118143529
## race_black 0.0416747773 -0.0383899573
## race_other -0.0445773779 0.0301191435
## race_white -0.0225170916 0.0226880532
## sex_female 0.3892712018 0.1953545763
## sex_male -0.3892712018 -0.1953545763
## native_country_cambodia -0.0019567747 0.0079474714
## native_country_canada -0.0200145288 0.0107853834
## native_country_china -0.0034684239 0.0112426377
## native_country_columbia 0.0018234604 -0.0097019778
## native_country_cuba -0.0111949173 -0.0092653329
## native_country_dominican_republic 0.0160227187 -0.0211488284
## native_country_ecuador 0.0002750262 -0.0074586454
## native_country_el_salvador 0.0660673793 -0.0191126723
## native_country_england -0.0109497821 0.0163226525
## native_country_france -0.0041870751 0.0049394064
## native_country_germany -0.0402081330 0.0095593353
## native_country_greece -0.0170547964 0.0145179772
## native_country_guatemala 0.0507883965 -0.0075968207
## native_country_haiti -0.0063464662 0.0052274863
## native_country_holand_netherlands -0.0115650782 -0.0090348773
## native_country_honduras 0.0214750958 -0.0022291983
## native_country_hong 0.0089752775 0.0045662587
## native_country_hungary -0.0161118902 -0.0003737242
## native_country_india 0.0131105851 0.0031945119
## native_country_iran 0.0083355423 0.0048130902
## native_country_ireland -0.0202395082 0.0116863844
## native_country_italy -0.0055167373 0.0003324916
## native_country_jamaica -0.0472985004 0.0218099633
## native_country_japan -0.0130321698 0.0113562739
## native_country_laos 0.0167786037 -0.0120873866
## native_country_mexico 0.1440373955 -0.0616071152
## native_country_nicaragua 0.0156220006 -0.0154880182
## native_country_outlying_us(guam_usvi_etc) -0.0081923786 0.0042874983
## native_country_peru -0.0073482881 -0.0049488003
## native_country_philippines -0.0035008530 -0.0080371524
## native_country_poland -0.0131302138 -0.0155929880
## native_country_portugal 0.0118807397 -0.0066614782
## native_country_puerto_rico 0.0245763206 0.0034651432
## native_country_scotland 0.0051661195 0.0097587480
## native_country_south -0.0172381705 0.0179043930
## native_country_taiwan -0.0003207706 0.0023142496
## native_country_thailand -0.0056428844 0.0037006553
## native_country_trinadad&tobago -0.0146744278 0.0050656273
## native_country_united_states -0.0653626796 0.0234497527
## native_country_vietnam -0.0065690021 0.0074474286
## native_country_yugoslavia -0.0074432667 0.0046263073
## PC93 PC94
## l_capital_gain 4.905311e-02 -0.0015510352
## l_capital_loss 1.271972e-02 0.0059408533
## age -7.716915e-01 -0.0003497070
## fnlwgt -4.247477e-02 0.0267458496
## education_num 2.480908e-03 0.0091465905
## hours_per_week -1.484979e-01 0.0027088786
## workclass_federal_gov 8.668891e-03 -0.0039766452
## workclass_local_gov -4.782895e-06 0.0004126133
## workclass_private -4.954488e-02 0.0006636099
## workclass_self_emp_inc 5.036838e-02 0.0017861463
## workclass_self_emp_not_inc 5.954008e-02 0.0036793297
## workclass_state_gov -2.931866e-02 -0.0054895241
## workclass_without_pay 1.523845e-02 0.0024510824
## education_1st_4th 8.177369e-02 -0.0076949841
## education_5th_6th 1.105410e-01 -0.0191369301
## education_7th_8th 8.224325e-02 0.0015934207
## education_9th 3.050347e-02 -0.0007121091
## education_10th -4.005330e-03 0.0017936174
## education_11th -6.140721e-02 0.0088904149
## education_12th -2.182061e-02 0.0006727541
## education_assoc_acdm -2.767125e-02 -0.0052472763
## education_assoc_voc -3.569418e-02 -0.0055273344
## education_bachelors 9.267032e-03 -0.0013712242
## education_doctorate 8.495393e-02 0.0117212923
## education_hs_grad -4.082731e-02 0.0003360793
## education_masters 9.054053e-02 0.0068705085
## education_preschool 4.857998e-02 0.0023546848
## education_prof_school 5.829690e-02 0.0068372575
## education_some_college -6.891396e-02 -0.0027261651
## marital_status_divorced 1.706213e-01 0.0007462825
## marital_status_married_af_spouse -1.517502e-02 0.0014008331
## marital_status_married_civ_spouse 7.644978e-02 0.0020784176
## marital_status_married_spouse_absent 2.803210e-02 0.0019546370
## marital_status_never_married -3.345759e-01 -0.0032024480
## marital_status_separated 4.519130e-02 0.0028455236
## marital_status_widowed 2.939589e-01 -0.0032864898
## occupation_adm_clerical 4.204304e-02 -0.0017442155
## occupation_armed_forces -7.321814e-03 0.0010617158
## occupation_craft_repair -8.691813e-03 0.0059125123
## occupation_exec_managerial 1.901341e-02 -0.0096502530
## occupation_farming_fishing 2.911536e-02 -0.0034220511
## occupation_handlers_cleaners -1.176167e-02 0.0049632145
## occupation_machine_op_inspct -8.284046e-03 0.0119372813
## occupation_other_service -1.116609e-02 0.0089843975
## occupation_priv_house_serv 1.180429e-02 -0.0006980182
## occupation_prof_specialty -6.627052e-02 -0.0105491609
## occupation_protective_serv -1.774020e-03 0.0007992309
## occupation_sales 4.210842e-03 0.0007194084
## occupation_tech_support -2.698292e-03 -0.0056354201
## occupation_transport_moving 3.005274e-02 -0.0003213710
## relationship_husband 9.047083e-02 0.0020064938
## relationship_not_in_family 7.707440e-02 0.0013313553
## relationship_other_relative 1.146991e-03 -0.0018026852
## relationship_own_child -1.019403e-01 -0.0125086182
## relationship_unmarried -9.951013e-02 0.0073552943
## relationship_wife -5.631247e-02 0.0042668967
## race_amer_indian_eskimo -1.929520e-02 -0.0482266607
## race_asian_pac_islander 4.430431e-05 0.6634459375
## race_black 4.289446e-02 -0.1671310581
## race_other -2.318453e-02 -0.0438585269
## race_white -2.472196e-02 -0.1550566089
## sex_female 8.072417e-03 0.0015905794
## sex_male -8.072417e-03 -0.0015905794
## native_country_cambodia 7.013324e-04 -0.1053724179
## native_country_canada 3.003893e-02 0.0451138577
## native_country_china -8.707896e-03 -0.2463944580
## native_country_columbia 1.456326e-02 0.0335584763
## native_country_cuba 2.369517e-02 0.0432832160
## native_country_dominican_republic 9.687925e-04 0.0361775262
## native_country_ecuador 1.573491e-03 0.0254965992
## native_country_el_salvador -2.685964e-02 0.0477590510
## native_country_england 1.026820e-02 0.0365340227
## native_country_france 3.977968e-03 0.0179123481
## native_country_germany 1.009895e-02 0.0464436373
## native_country_greece 1.658393e-02 0.0227483374
## native_country_guatemala -2.699460e-02 0.0332957299
## native_country_haiti -5.979138e-03 0.0334656874
## native_country_holand_netherlands 4.559361e-03 0.0036620349
## native_country_honduras -5.442117e-03 0.0170624513
## native_country_hong -1.013539e-02 -0.1006318318
## native_country_hungary 1.189463e-02 0.0157817212
## native_country_india -1.450954e-02 -0.2298937324
## native_country_iran -3.227036e-03 -0.0056259000
## native_country_ireland 1.327497e-02 0.0180211228
## native_country_italy 7.176203e-03 0.0387828582
## native_country_jamaica 6.554976e-03 0.0450672293
## native_country_japan -5.155862e-03 -0.1165637342
## native_country_laos -4.173006e-03 -0.1092429611
## native_country_mexico -1.153424e-01 0.1160043392
## native_country_nicaragua 1.737397e-03 0.0216587988
## native_country_outlying_us(guam_usvi_etc) 9.476831e-03 0.0013928285
## native_country_peru 1.628113e-02 0.0239823630
## native_country_philippines 1.791795e-02 -0.3718358104
## native_country_poland 1.623913e-02 0.0301637372
## native_country_portugal -7.573908e-03 0.0266696318
## native_country_puerto_rico 1.841446e-02 0.0486387612
## native_country_scotland 2.283129e-02 0.0171375372
## native_country_south 3.750058e-04 -0.2314371611
## native_country_taiwan -1.669471e-02 -0.1665976743
## native_country_thailand -1.042500e-03 -0.1027960625
## native_country_trinadad&tobago 1.312525e-03 0.0004290864
## native_country_united_states 3.756542e-02 0.1643107328
## native_country_vietnam -1.455644e-03 -0.2102767414
## native_country_yugoslavia 4.334806e-04 0.0181718774
## PC95 PC96
## l_capital_gain 8.795182e-04 -1.310581e-13
## l_capital_loss -1.894777e-04 -8.543114e-15
## age -5.604429e-03 -2.503944e-14
## fnlwgt 9.220044e-04 4.747822e-16
## education_num -7.605627e-04 -1.133210e-01
## hours_per_week 1.381669e-03 -3.951004e-16
## workclass_federal_gov -6.206171e-04 1.030024e-01
## workclass_local_gov 4.543605e-04 1.499594e-01
## workclass_private -6.173668e-04 2.614286e-01
## workclass_self_emp_inc -2.762134e-04 1.111417e-01
## workclass_self_emp_not_inc 4.926429e-04 1.645652e-01
## workclass_state_gov 5.203894e-04 1.204296e-01
## workclass_without_pay 3.452581e-03 1.278563e-02
## education_1st_4th 1.947522e-03 -5.148470e-02
## education_5th_6th 4.641100e-04 -6.863313e-02
## education_7th_8th -7.524363e-04 -8.659774e-02
## education_9th 8.256579e-06 -7.322704e-02
## education_10th -5.113278e-04 -9.068715e-02
## education_11th 4.370710e-04 -9.562323e-02
## education_12th 1.296958e-03 -5.278179e-02
## education_assoc_acdm 2.277611e-04 -5.253875e-02
## education_assoc_voc 1.827672e-04 -6.862808e-02
## education_bachelors 4.421859e-04 -9.271023e-02
## education_doctorate -3.583864e-04 -1.255487e-02
## education_hs_grad -3.270294e-06 -1.997780e-01
## education_masters 1.865481e-05 -4.673020e-02
## education_preschool 2.173722e-03 -3.113892e-02
## education_prof_school -8.337762e-04 -2.083840e-02
## education_some_college -9.939293e-04 -1.577514e-01
## marital_status_divorced 2.345895e-01 3.563986e-01
## marital_status_married_af_spouse -2.712682e-02 2.737480e-02
## marital_status_married_civ_spouse -5.388441e-01 5.135039e-01
## marital_status_married_spouse_absent 7.215622e-02 1.130400e-01
## marital_status_never_married 3.025625e-01 4.813184e-01
## marital_status_separated 1.166167e-01 1.789822e-01
## marital_status_widowed 1.124486e-01 1.705316e-01
## occupation_adm_clerical -1.115337e-05 -1.535016e-02
## occupation_armed_forces 1.778150e-03 -8.236315e-04
## occupation_craft_repair 2.787587e-04 -1.590427e-02
## occupation_exec_managerial -2.279886e-04 -1.586392e-02
## occupation_farming_fishing -5.321893e-04 -8.329932e-03
## occupation_handlers_cleaners -1.105553e-04 -9.730503e-03
## occupation_machine_op_inspct 2.346466e-04 -1.159747e-02
## occupation_other_service -3.374552e-04 -1.443143e-02
## occupation_priv_house_serv 2.056511e-03 -3.344747e-03
## occupation_prof_specialty -2.946031e-04 -1.589084e-02
## occupation_protective_serv 1.155129e-03 -6.803356e-03
## occupation_sales -2.310343e-04 -1.519139e-02
## occupation_tech_support -4.609483e-04 -8.164929e-03
## occupation_transport_moving 2.679290e-04 -1.032023e-02
## relationship_husband 5.215467e-01 -3.832564e-02
## relationship_not_in_family -3.106423e-01 -3.409295e-02
## relationship_other_relative -8.086726e-02 -1.324302e-02
## relationship_own_child -2.386330e-01 -2.752830e-02
## relationship_unmarried -2.238503e-01 -2.395151e-02
## relationship_wife 2.204445e-01 -1.634761e-02
## race_amer_indian_eskimo 1.035942e-04 5.263375e-03
## race_asian_pac_islander 2.017583e-03 9.020739e-03
## race_black -7.964459e-04 1.569898e-02
## race_other 1.342248e-03 4.745743e-03
## race_white -6.745621e-04 1.869646e-02
## sex_female 3.800085e-03 -6.848464e-04
## sex_male -3.800085e-03 -6.848464e-04
## native_country_cambodia 3.340351e-03 -2.955916e-03
## native_country_canada 5.498035e-05 -7.389924e-03
## native_country_china 3.375518e-03 -6.156392e-03
## native_country_columbia 1.540535e-03 -5.246179e-03
## native_country_cuba 8.845357e-05 -6.677541e-03
## native_country_dominican_republic -9.503185e-04 -5.704924e-03
## native_country_ecuador 2.993349e-03 -3.800651e-03
## native_country_el_salvador -5.496706e-04 -7.019108e-03
## native_country_england 1.024306e-04 -6.317302e-03
## native_country_france -2.345488e-04 -3.477832e-03
## native_country_germany -1.016586e-03 -8.038596e-03
## native_country_greece 1.700725e-03 -4.056887e-03
## native_country_guatemala -2.633401e-03 -5.372373e-03
## native_country_haiti -6.491624e-04 -4.813082e-03
## native_country_holand_netherlands -1.085614e-03 -5.798631e-04
## native_country_honduras -8.691864e-04 -2.527062e-03
## native_country_hong -1.186203e-03 -3.067431e-03
## native_country_hungary -3.902749e-04 -2.459688e-03
## native_country_india 6.808187e-04 -7.019108e-03
## native_country_iran -6.502442e-04 -4.336659e-03
## native_country_ireland 1.019669e-03 -3.477832e-03
## native_country_italy 6.199272e-04 -5.792280e-03
## native_country_jamaica -6.287306e-04 -5.878327e-03
## native_country_japan -7.168705e-05 -5.465092e-03
## native_country_laos -8.064654e-04 -2.656679e-03
## native_country_mexico 1.655747e-03 -1.725021e-02
## native_country_nicaragua 3.300889e-04 -4.015321e-03
## native_country_outlying_us(guam_usvi_etc) -3.200839e-04 -2.719168e-03
## native_country_peru -8.268597e-04 -3.887947e-03
## native_country_philippines 3.107911e-03 -9.724344e-03
## native_country_poland 1.042663e-03 -5.214150e-03
## native_country_portugal -7.967485e-04 -4.562766e-03
## native_country_puerto_rico -1.489825e-03 -7.656096e-03
## native_country_scotland -3.150330e-04 -2.592682e-03
## native_country_south 1.033650e-03 -5.821105e-03
## native_country_taiwan 8.605742e-06 -4.297812e-03
## native_country_thailand 5.566157e-04 -3.121692e-03
## native_country_trinadad&tobago -6.527597e-04 -2.955916e-03
## native_country_united_states -1.919593e-03 -3.473639e-02
## native_country_vietnam -4.349421e-04 -5.278013e-03
## native_country_yugoslavia -3.770808e-04 -2.780249e-03
## PC97 PC98
## l_capital_gain -2.461732e-15 -7.113782e-15
## l_capital_loss -3.132485e-14 4.384626e-15
## age 1.100297e-14 2.105990e-14
## fnlwgt 1.283902e-16 1.474675e-16
## education_num -3.676623e-01 7.115317e-02
## hours_per_week 6.013695e-16 7.024819e-17
## workclass_federal_gov 3.853419e-02 2.338089e-01
## workclass_local_gov 5.610125e-02 3.403983e-01
## workclass_private 9.780295e-02 5.934264e-01
## workclass_self_emp_inc 4.157917e-02 2.522845e-01
## workclass_self_emp_not_inc 6.156541e-02 3.735525e-01
## workclass_state_gov 4.505388e-02 2.733676e-01
## workclass_without_pay 4.783225e-03 2.902256e-02
## education_1st_4th -1.101768e-01 2.575914e-02
## education_5th_6th -1.420134e-01 3.377751e-02
## education_7th_8th -1.722116e-01 4.181326e-02
## education_9th -1.388577e-01 3.457599e-02
## education_10th -1.622590e-01 4.169897e-02
## education_11th -1.590890e-01 4.258242e-02
## education_12th -7.993815e-02 2.259490e-02
## education_assoc_acdm -2.443915e-02 1.612316e-02
## education_assoc_voc -5.703877e-02 2.396155e-02
## education_bachelors 2.932748e-03 2.313126e-02
## education_doctorate 4.795860e-02 -2.360960e-03
## education_hs_grad -2.665429e-01 8.136070e-02
## education_masters 3.479975e-02 7.810535e-03
## education_preschool -6.859167e-02 1.580538e-02
## education_prof_school 3.864528e-02 8.117492e-04
## education_some_college -1.754084e-01 6.019533e-02
## marital_status_divorced -1.108307e-01 -1.580004e-01
## marital_status_married_af_spouse -8.512855e-03 -1.213593e-02
## marital_status_married_civ_spouse -1.596865e-01 -2.276491e-01
## marital_status_married_spouse_absent -3.515253e-02 -5.011347e-02
## marital_status_never_married -1.496776e-01 -2.133805e-01
## marital_status_separated -5.565885e-02 -7.934729e-02
## marital_status_widowed -5.303093e-02 -7.560094e-02
## occupation_adm_clerical 6.609574e-02 -1.662808e-02
## occupation_armed_forces 3.546447e-03 -8.921996e-04
## occupation_craft_repair 6.848164e-02 -1.722831e-02
## occupation_exec_managerial 6.830791e-02 -1.718461e-02
## occupation_farming_fishing 3.586757e-02 -9.023406e-03
## occupation_handlers_cleaners 4.189824e-02 -1.054058e-02
## occupation_machine_op_inspct 4.993714e-02 -1.256297e-02
## occupation_other_service 6.213981e-02 -1.563286e-02
## occupation_priv_house_serv 1.440203e-02 -3.623200e-03
## occupation_prof_specialty 6.842382e-02 -1.721377e-02
## occupation_protective_serv 2.929434e-02 -7.369742e-03
## occupation_sales 6.541209e-02 -1.645609e-02
## occupation_tech_support 3.515709e-02 -8.844667e-03
## occupation_transport_moving 4.443755e-02 -1.117940e-02
## relationship_husband 3.879428e-01 -1.053441e-01
## relationship_not_in_family 3.450983e-01 -9.370983e-02
## relationship_other_relative 1.340496e-01 -3.640053e-02
## relationship_own_child 2.786491e-01 -7.566586e-02
## relationship_unmarried 2.424439e-01 -6.583450e-02
## relationship_wife 1.654751e-01 -4.493398e-02
## race_amer_indian_eskimo 1.384982e-02 1.247750e-04
## race_asian_pac_islander 2.373679e-02 2.138480e-04
## race_black 4.130963e-02 3.721641e-04
## race_other 1.248775e-02 1.125039e-04
## race_white 4.919708e-02 4.432233e-04
## sex_female 2.013354e-03 8.876823e-03
## sex_male 2.013354e-03 8.876823e-03
## native_country_cambodia -9.891490e-03 1.995330e-04
## native_country_canada -2.472917e-02 4.988416e-04
## native_country_china -2.060136e-02 4.155745e-04
## native_country_columbia -1.755548e-02 3.541325e-04
## native_country_cuba -2.234530e-02 4.507536e-04
## native_country_dominican_republic -1.909060e-02 3.850991e-04
## native_country_ecuador -1.271826e-02 2.565551e-04
## native_country_el_salvador -2.348830e-02 4.738104e-04
## native_country_england -2.113982e-02 4.264364e-04
## native_country_france -1.163800e-02 2.347639e-04
## native_country_germany -2.689985e-02 5.426289e-04
## native_country_greece -1.357571e-02 2.738518e-04
## native_country_guatemala -1.797777e-02 3.626510e-04
## native_country_haiti -1.610619e-02 3.248972e-04
## native_country_holand_netherlands -1.940417e-03 3.914246e-05
## native_country_honduras -8.456399e-03 1.705841e-04
## native_country_hong -1.026466e-02 2.070606e-04
## native_country_hungary -8.230945e-03 1.660362e-04
## native_country_india -2.348830e-02 4.738104e-04
## native_country_iran -1.451192e-02 2.927372e-04
## native_country_ireland -1.163800e-02 2.347639e-04
## native_country_italy -1.938292e-02 3.909959e-04
## native_country_jamaica -1.967086e-02 3.968044e-04
## native_country_japan -1.828804e-02 3.689098e-04
## native_country_laos -8.890142e-03 1.793336e-04
## native_country_mexico -5.772499e-02 1.164440e-03
## native_country_nicaragua -1.343662e-02 2.710460e-04
## native_country_outlying_us(guam_usvi_etc) -9.099250e-03 1.835518e-04
## native_country_peru -1.301038e-02 2.624479e-04
## native_country_philippines -3.254093e-02 6.564218e-04
## native_country_poland -1.744830e-02 3.519704e-04
## native_country_portugal -1.526855e-02 3.080001e-04
## native_country_puerto_rico -2.561987e-02 5.168090e-04
## native_country_scotland -8.675986e-03 1.750136e-04
## native_country_south -1.947938e-02 3.929417e-04
## native_country_taiwan -1.438192e-02 2.901149e-04
## native_country_thailand -1.044623e-02 2.107234e-04
## native_country_trinadad&tobago -9.891490e-03 1.995330e-04
## native_country_united_states -1.162396e-01 2.344808e-03
## native_country_vietnam -1.766201e-02 3.562814e-04
## native_country_yugoslavia -9.303650e-03 1.876750e-04
## PC99 PC100
## l_capital_gain -4.779088e-16 0.000000e+00
## l_capital_loss -5.815742e-16 1.614242e-16
## age -1.870187e-15 1.106564e-15
## fnlwgt 9.858096e-17 -6.257349e-16
## education_num -2.653411e-01 9.116624e-02
## hours_per_week -4.358728e-16 -7.971054e-16
## workclass_federal_gov -3.524617e-02 1.253892e-02
## workclass_local_gov -5.131428e-02 1.825519e-02
## workclass_private -8.945768e-02 3.182481e-02
## workclass_self_emp_inc -3.803133e-02 1.352974e-02
## workclass_self_emp_not_inc -5.631220e-02 2.003321e-02
## workclass_state_gov -4.120955e-02 1.466040e-02
## workclass_without_pay -4.375085e-03 1.556448e-03
## education_1st_4th -9.638995e-02 2.644466e-02
## education_5th_6th -1.264299e-01 3.397270e-02
## education_7th_8th -1.565595e-01 4.102850e-02
## education_9th -1.295124e-01 3.291229e-02
## education_10th -1.562682e-01 3.820332e-02
## education_11th -1.596741e-01 3.712207e-02
## education_12th -8.479004e-02 1.841656e-02
## education_assoc_acdm -6.097364e-02 3.813043e-03
## education_assoc_voc -9.031799e-02 1.159489e-02
## education_bachelors -8.802363e-02 -5.400906e-03
## education_doctorate 8.289376e-03 -1.325669e-02
## education_hs_grad -3.056225e-01 6.022008e-02
## education_masters -3.020912e-02 -1.149752e-02
## education_preschool -5.912903e-02 1.650899e-02
## education_prof_school -3.644119e-03 -1.121759e-02
## education_some_college -2.264310e-01 3.831801e-02
## marital_status_divorced -1.174528e-01 2.273024e-02
## marital_status_married_af_spouse -9.021490e-03 1.745898e-03
## marital_status_married_civ_spouse -1.692276e-01 3.275004e-02
## marital_status_married_spouse_absent -3.725286e-02 7.209420e-03
## marital_status_never_married -1.586207e-01 3.069732e-02
## marital_status_separated -5.898441e-02 1.141505e-02
## marital_status_widowed -5.619948e-02 1.087609e-02
## occupation_adm_clerical -1.350077e-01 -1.410923e-02
## occupation_armed_forces -7.244003e-03 -7.570481e-04
## occupation_craft_repair -1.398812e-01 -1.461855e-02
## occupation_exec_managerial -1.395263e-01 -1.458146e-02
## occupation_farming_fishing -7.326341e-02 -7.656530e-03
## occupation_handlers_cleaners -8.558172e-02 -8.943877e-03
## occupation_machine_op_inspct -1.020020e-01 -1.065991e-02
## occupation_other_service -1.269273e-01 -1.326478e-02
## occupation_priv_house_serv -2.941772e-02 -3.074353e-03
## occupation_prof_specialty -1.397631e-01 -1.460620e-02
## occupation_protective_serv -5.983687e-02 -6.253364e-03
## occupation_sales -1.336113e-01 -1.396330e-02
## occupation_tech_support -7.181218e-02 -7.504866e-03
## occupation_transport_moving -9.076852e-02 -9.485934e-03
## relationship_husband -3.176037e-01 1.140607e-01
## relationship_not_in_family -2.825274e-01 1.014638e-01
## relationship_other_relative -1.097446e-01 3.941246e-02
## relationship_own_child -2.281263e-01 8.192677e-02
## relationship_unmarried -1.984856e-01 7.128192e-02
## relationship_wife -1.354723e-01 4.865200e-02
## race_amer_indian_eskimo 2.384996e-02 -1.800194e-03
## race_asian_pac_islander 4.087573e-02 -3.085298e-03
## race_black 7.113687e-02 -5.369408e-03
## race_other 2.150442e-02 -1.623152e-03
## race_white 8.471940e-02 -6.394616e-03
## sex_female -1.614622e-01 -6.762106e-01
## sex_male -1.614622e-01 -6.762106e-01
## native_country_cambodia -8.709047e-03 7.788503e-03
## native_country_canada -2.177301e-02 1.947161e-02
## native_country_china -1.813864e-02 1.622139e-02
## native_country_columbia -1.545687e-02 1.382309e-02
## native_country_cuba -1.967411e-02 1.759456e-02
## native_country_dominican_republic -1.680848e-02 1.503183e-02
## native_country_ecuador -1.119790e-02 1.001428e-02
## native_country_el_salvador -2.068047e-02 1.849455e-02
## native_country_england -1.861273e-02 1.664537e-02
## native_country_france -1.024677e-02 9.163692e-03
## native_country_germany -2.368420e-02 2.118079e-02
## native_country_greece -1.195285e-02 1.068944e-02
## native_country_guatemala -1.582868e-02 1.415559e-02
## native_country_haiti -1.418083e-02 1.268192e-02
## native_country_holand_netherlands -1.708457e-03 1.527873e-03
## native_country_honduras -7.445509e-03 6.658520e-03
## native_country_hong -9.037605e-03 8.082332e-03
## native_country_hungary -7.247006e-03 6.480999e-03
## native_country_india -2.068047e-02 1.849455e-02
## native_country_iran -1.277714e-02 1.142660e-02
## native_country_ireland -1.024677e-02 9.163692e-03
## native_country_italy -1.706586e-02 1.526200e-02
## native_country_jamaica -1.731938e-02 1.548872e-02
## native_country_japan -1.610186e-02 1.439990e-02
## native_country_laos -7.827401e-03 7.000047e-03
## native_country_mexico -5.082446e-02 4.545233e-02
## native_country_nicaragua -1.183038e-02 1.057992e-02
## native_country_outlying_us(guam_usvi_etc) -8.011512e-03 7.164697e-03
## native_country_peru -1.145510e-02 1.024430e-02
## native_country_philippines -2.865094e-02 2.562254e-02
## native_country_poland -1.536250e-02 1.373869e-02
## native_country_portugal -1.344333e-02 1.202237e-02
## native_country_puerto_rico -2.255724e-02 2.017294e-02
## native_country_scotland -7.638846e-03 6.831422e-03
## native_country_south -1.715078e-02 1.533795e-02
## native_country_taiwan -1.266269e-02 1.132425e-02
## native_country_thailand -9.197473e-03 8.225303e-03
## native_country_trinadad&tobago -8.709047e-03 7.788503e-03
## native_country_united_states -1.023442e-01 9.152643e-02
## native_country_vietnam -1.555066e-02 1.390696e-02
## native_country_yugoslavia -8.191478e-03 7.325641e-03
## PC101 PC102
## l_capital_gain 0.000000e+00 0.000000e+00
## l_capital_loss -1.196959e-16 -2.766342e-16
## age 6.536729e-16 -7.426555e-16
## fnlwgt 1.333481e-16 5.818646e-16
## education_num 2.690139e-02 9.593816e-02
## hours_per_week -7.949370e-16 7.285839e-17
## workclass_federal_gov 3.977820e-03 -5.356437e-03
## workclass_local_gov 5.791238e-03 -7.798343e-03
## workclass_private 1.009604e-02 -1.359508e-02
## workclass_self_emp_inc 4.292148e-03 -5.779704e-03
## workclass_self_emp_not_inc 6.355295e-03 -8.557888e-03
## workclass_state_gov 4.650836e-03 -6.262705e-03
## workclass_without_pay 4.937644e-04 -6.648913e-04
## education_1st_4th 2.509379e-02 3.186371e-02
## education_5th_6th 3.455233e-02 4.147464e-02
## education_7th_8th 4.517495e-02 5.089277e-02
## education_9th 3.973119e-02 4.164027e-02
## education_10th 5.140213e-02 4.956741e-02
## education_11th 5.691677e-02 4.979090e-02
## education_12th 3.319944e-02 2.585972e-02
## education_assoc_acdm 4.552653e-02 1.437402e-02
## education_assoc_voc 5.378309e-02 2.395406e-02
## education_bachelors 9.076259e-02 1.586842e-02
## education_doctorate 2.305758e-02 -7.657083e-03
## education_hs_grad 1.338133e-01 9.045180e-02
## education_masters 5.329147e-02 1.128338e-03
## education_preschool 1.473472e-02 1.967478e-02
## education_prof_school 2.899952e-02 -4.265063e-03
## education_some_college 1.136006e-01 6.419469e-02
## marital_status_divorced 2.822876e-02 1.669329e-02
## marital_status_married_af_spouse 2.168238e-03 1.282204e-03
## marital_status_married_civ_spouse 4.067239e-02 2.405193e-02
## marital_status_married_spouse_absent 8.953405e-03 5.294663e-03
## marital_status_never_married 3.812311e-02 2.254439e-02
## marital_status_separated 1.417639e-02 8.383318e-03
## marital_status_widowed 1.350706e-02 7.987503e-03
## occupation_adm_clerical -2.954113e-01 9.318189e-02
## occupation_armed_forces -1.585065e-02 4.999787e-03
## occupation_craft_repair -3.060750e-01 9.654554e-02
## occupation_exec_managerial -3.052985e-01 9.630062e-02
## occupation_farming_fishing -1.603082e-01 5.056617e-02
## occupation_handlers_cleaners -1.872619e-01 5.906822e-02
## occupation_machine_op_inspct -2.231913e-01 7.040147e-02
## occupation_other_service -2.777305e-01 8.760482e-02
## occupation_priv_house_serv -6.436910e-02 2.030401e-02
## occupation_prof_specialty -3.058165e-01 9.646402e-02
## occupation_protective_serv -1.309295e-01 4.129921e-02
## occupation_sales -2.923558e-01 9.221808e-02
## occupation_tech_support -1.571327e-01 4.956453e-02
## occupation_transport_moving -1.986112e-01 6.264813e-02
## relationship_husband 2.064931e-01 -6.470158e-02
## relationship_not_in_family 1.836880e-01 -5.755592e-02
## relationship_other_relative 7.135153e-02 -2.235695e-02
## relationship_own_child 1.483186e-01 -4.647344e-02
## relationship_unmarried 1.290473e-01 -4.043508e-02
## relationship_wife 8.807860e-02 -2.759813e-02
## race_amer_indian_eskimo 6.933644e-04 -5.456854e-03
## race_asian_pac_islander 1.188336e-03 -9.352336e-03
## race_black 2.068086e-03 -1.627606e-02
## race_other 6.251749e-04 -4.920194e-03
## race_white 2.462956e-03 -1.938373e-02
## sex_female 7.301720e-02 -9.391689e-02
## sex_male 7.301720e-02 -9.391689e-02
## native_country_cambodia -1.543629e-02 -5.458597e-02
## native_country_canada -3.859142e-02 -1.364674e-01
## native_country_china -3.214970e-02 -1.136882e-01
## native_country_columbia -2.739642e-02 -9.687954e-02
## native_country_cuba -3.487123e-02 -1.233120e-01
## native_country_dominican_republic -2.979207e-02 -1.053510e-01
## native_country_ecuador -1.984763e-02 -7.018542e-02
## native_country_el_salvador -3.665495e-02 -1.296197e-01
## native_country_england -3.299000e-02 -1.166596e-01
## native_country_france -1.816182e-02 -6.422403e-02
## native_country_germany -4.197889e-02 -1.484462e-01
## native_country_greece -2.118574e-02 -7.491726e-02
## native_country_guatemala -2.805543e-02 -9.920993e-02
## native_country_haiti -2.513472e-02 -8.888168e-02
## native_country_holand_netherlands -3.028142e-03 -1.070815e-02
## native_country_honduras -1.319674e-02 -4.666646e-02
## native_country_hong -1.601864e-02 -5.664529e-02
## native_country_hungary -1.284490e-02 -4.542229e-02
## native_country_india -3.665495e-02 -1.296197e-01
## native_country_iran -2.264675e-02 -8.008372e-02
## native_country_ireland -1.816182e-02 -6.422403e-02
## native_country_italy -3.024825e-02 -1.069642e-01
## native_country_jamaica -3.069760e-02 -1.085532e-01
## native_country_japan -2.853962e-02 -1.009221e-01
## native_country_laos -1.387362e-02 -4.906006e-02
## native_country_mexico -9.008345e-02 -3.185541e-01
## native_country_nicaragua -2.096868e-02 -7.414968e-02
## native_country_outlying_us(guam_usvi_etc) -1.419995e-02 -5.021401e-02
## native_country_peru -2.030351e-02 -7.179750e-02
## native_country_philippines -5.078215e-02 -1.795764e-01
## native_country_poland -2.722916e-02 -9.628807e-02
## native_country_portugal -2.382753e-02 -8.425917e-02
## native_country_puerto_rico -3.998141e-02 -1.413827e-01
## native_country_scotland -1.353942e-02 -4.787824e-02
## native_country_south -3.039878e-02 -1.074965e-01
## native_country_taiwan -2.244389e-02 -7.936634e-02
## native_country_thailand -1.630199e-02 -5.764730e-02
## native_country_trinadad&tobago -1.543629e-02 -5.458597e-02
## native_country_united_states -1.813992e-01 -6.414660e-01
## native_country_vietnam -2.756266e-02 -9.746740e-02
## native_country_yugoslavia -1.451893e-02 -5.134199e-02
## PC103 PC104
## l_capital_gain -3.415612e-16 0.000000e+00
## l_capital_loss -4.086849e-16 -2.569288e-16
## age -9.216173e-16 -4.178401e-17
## fnlwgt 4.148781e-16 3.192318e-16
## education_num -5.138138e-01 1.163433e-01
## hours_per_week -4.342370e-16 4.024558e-16
## workclass_federal_gov 1.368991e-03 -1.559536e-03
## workclass_local_gov 1.993090e-03 -2.270502e-03
## workclass_private 3.474613e-03 -3.958232e-03
## workclass_self_emp_inc 1.477169e-03 -1.682771e-03
## workclass_self_emp_not_inc 2.187214e-03 -2.491644e-03
## workclass_state_gov 1.600614e-03 -1.823398e-03
## workclass_without_pay 1.699321e-04 -1.935843e-04
## education_1st_4th -6.394822e-02 2.863444e-02
## education_5th_6th -7.075911e-02 3.610121e-02
## education_7th_8th -6.849365e-02 4.257986e-02
## education_9th -3.775517e-02 3.312386e-02
## education_10th -1.782139e-02 3.688635e-02
## education_11th 1.698271e-02 3.378128e-02
## education_12th 3.284827e-02 1.529158e-02
## education_assoc_acdm 1.970284e-01 -8.264825e-03
## education_assoc_voc 1.825031e-01 -9.654580e-05
## education_bachelors 4.849656e-01 -3.420516e-02
## education_doctorate 2.074430e-01 -2.489345e-02
## education_hs_grad 2.317005e-01 4.253307e-02
## education_masters 3.437679e-01 -3.143606e-02
## education_preschool -4.450346e-02 1.815134e-02
## education_prof_school 2.222323e-01 -2.387049e-02
## education_some_college 2.874719e-01 1.864864e-02
## marital_status_divorced 5.005016e-02 8.592248e-03
## marital_status_married_af_spouse 3.844329e-03 6.599663e-04
## marital_status_married_civ_spouse 7.211296e-02 1.237983e-02
## marital_status_married_spouse_absent 1.587457e-02 2.725230e-03
## marital_status_never_married 6.759304e-02 1.160388e-02
## marital_status_separated 2.513503e-02 4.314999e-03
## marital_status_widowed 2.394829e-02 4.111268e-03
## occupation_adm_clerical 2.598486e-02 1.346362e-02
## occupation_armed_forces 1.394249e-03 7.224066e-04
## occupation_craft_repair 2.692286e-02 1.394962e-02
## occupation_exec_managerial 2.685456e-02 1.391423e-02
## occupation_farming_fishing 1.410097e-02 7.306177e-03
## occupation_handlers_cleaners 1.647187e-02 8.534617e-03
## occupation_machine_op_inspct 1.963228e-02 1.017213e-02
## occupation_other_service 2.442963e-02 1.265780e-02
## occupation_priv_house_serv 5.662012e-03 2.933675e-03
## occupation_prof_specialty 2.690013e-02 1.393784e-02
## occupation_protective_serv 1.151677e-02 5.967219e-03
## occupation_sales 2.571610e-02 1.332436e-02
## occupation_tech_support 1.382165e-02 7.161454e-03
## occupation_transport_moving 1.747017e-02 9.051871e-03
## relationship_husband -9.610834e-02 2.048453e-02
## relationship_not_in_family -8.549410e-02 1.822221e-02
## relationship_other_relative -3.320922e-02 7.078215e-03
## relationship_own_child -6.903208e-02 1.471350e-02
## relationship_unmarried -6.006265e-02 1.280176e-02
## relationship_wife -4.099453e-02 8.737574e-03
## race_amer_indian_eskimo 1.882228e-02 1.920879e-01
## race_asian_pac_islander 3.225894e-02 3.292136e-01
## race_black 5.614089e-02 5.729372e-01
## race_other 1.697119e-02 1.731968e-01
## race_white 6.686015e-02 6.823310e-01
## sex_female -4.692057e-02 1.524408e-02
## sex_male -4.692057e-02 1.524408e-02
## native_country_cambodia 2.679718e-03 1.908332e-04
## native_country_canada 6.699416e-03 4.770918e-04
## native_country_china 5.581144e-03 3.974552e-04
## native_country_columbia 4.755981e-03 3.386921e-04
## native_country_cuba 6.053597e-03 4.311005e-04
## native_country_dominican_republic 5.171861e-03 3.683086e-04
## native_country_ecuador 3.445521e-03 2.453691e-04
## native_country_el_salvador 6.363249e-03 4.531520e-04
## native_country_england 5.727019e-03 4.078435e-04
## native_country_france 3.152867e-03 2.245280e-04
## native_country_germany 7.287477e-03 5.189699e-04
## native_country_greece 3.677815e-03 2.619117e-04
## native_country_guatemala 4.870383e-03 3.468392e-04
## native_country_haiti 4.363352e-03 3.107315e-04
## native_country_holand_netherlands 5.256812e-04 3.743583e-05
## native_country_honduras 2.290935e-03 1.631465e-04
## native_country_hong 2.780813e-03 1.980326e-04
## native_country_hungary 2.229857e-03 1.587969e-04
## native_country_india 6.363249e-03 4.531520e-04
## native_country_iran 3.931445e-03 2.799737e-04
## native_country_ireland 3.152867e-03 2.245280e-04
## native_country_italy 5.251055e-03 3.739483e-04
## native_country_jamaica 5.329062e-03 3.795034e-04
## native_country_japan 4.954439e-03 3.528251e-04
## native_country_laos 2.408441e-03 1.715146e-04
## native_country_mexico 1.563836e-02 1.113669e-03
## native_country_nicaragua 3.640133e-03 2.592282e-04
## native_country_outlying_us(guam_usvi_etc) 2.465091e-03 1.755488e-04
## native_country_peru 3.524661e-03 2.510050e-04
## native_country_philippines 8.815710e-03 6.278014e-04
## native_country_poland 4.726944e-03 3.366243e-04
## native_country_portugal 4.136426e-03 2.945711e-04
## native_country_puerto_rico 6.940717e-03 4.942758e-04
## native_country_scotland 2.350424e-03 1.673829e-04
## native_country_south 5.277186e-03 3.758092e-04
## native_country_taiwan 3.896228e-03 2.774657e-04
## native_country_thailand 2.830004e-03 2.015357e-04
## native_country_trinadad&tobago 2.679718e-03 1.908332e-04
## native_country_united_states 3.149065e-02 2.242573e-03
## native_country_vietnam 4.784840e-03 3.407473e-04
## native_country_yugoslavia 2.520465e-03 1.794922e-04Component Interpretation
We want to find the most influential original features within our top 5 PCs. To this we will filter to show only those where at least one of the PCs has a factor loading greater than or equal to the absolute value of 0.25. This gives us the highlights of each component. Here are descriptions of the type of workers these principal components:
PC1: middle-aged husbands PC2: young men with little formal education PC3: Asian and Pacific Islander PC4: Career-focus males without family PC5: Mexican people
Note: these components are all quite male-dominated.
rownames_to_column(as.data.frame(pr_income$rotation)) %>%
select(1:6) %>%
filter(abs(PC1) >= 0.25 | abs(PC2) >= 0.25 | abs(PC3) >= 0.25 | abs(PC4) >= 0.25 | abs(PC5) >= 0.25) %>% rename("husbands" = PC1, "low_ed_male_laborer" = PC2, "asian_pac_isl" = PC3, "male_yopros" = PC4, "mexican" = PC5)## rowname husbands low_ed_male_laborer
## 1 age 0.18536748 -0.091194280
## 2 education_num 0.10559165 -0.456305049
## 3 marital_status_divorced -0.12297307 -0.121245468
## 4 marital_status_married_civ_spouse 0.39812029 0.064962147
## 5 marital_status_never_married -0.27611175 0.026881327
## 6 occupation_prof_specialty 0.06030228 -0.283025307
## 7 relationship_husband 0.41562618 0.100400172
## 8 relationship_own_child -0.18619502 0.088025922
## 9 relationship_unmarried -0.15438415 -0.061035972
## 10 race_asian_pac_islander -0.01133707 0.006958696
## 11 race_black -0.11602195 0.029250746
## 12 race_white 0.11374015 -0.046471243
## 13 sex_female -0.33225474 -0.195130792
## 14 sex_male 0.33225474 0.195130792
## 15 native_country_mexico -0.01221202 0.197502680
## 16 native_country_united_states 0.02207168 -0.180839129
## asian_pac_isl male_yopros mexican
## 1 0.14546866 -0.351735676 0.043968457
## 2 0.02123203 0.229444433 -0.001380269
## 3 0.01730921 -0.254545406 0.075931750
## 4 0.06343668 -0.060996695 -0.082585727
## 5 -0.14483745 0.374119315 0.008549345
## 6 0.10002404 0.130027759 0.106651957
## 7 0.02193476 -0.015109831 -0.091256658
## 8 -0.16118057 0.290041931 -0.093754589
## 9 0.10824314 -0.277233657 -0.043232822
## 10 0.39994102 0.219542435 -0.113266352
## 11 0.16183171 -0.066337055 -0.451022089
## 12 -0.36865300 -0.048990952 0.459449764
## 13 0.08166583 -0.201765893 0.065149987
## 14 -0.08166583 0.201765893 -0.065149987
## 15 0.14470615 0.006009948 0.297613434
## 16 -0.44698474 -0.128490322 -0.288966406Let us now determine if these principle components are good predictors of income_above_50k.
prc = bind_cols(select(income, income_above_50k), as.data.frame(pr_income$x)) %>%
select(1:6) %>%
filter(abs(PC1) >= 0.25 | abs(PC2) >= 0.25 | abs(PC3) >= 0.25 | abs(PC4) >= 0.25 | abs(PC5) >= 0.25) %>% rename("husbands" = PC1, "low_ed_male_laborer" = PC2, "asian_pac_isl" = PC3, "male_yopros" = PC4, "mexican" = PC5)
prc %>%
pivot_longer(cols = -income_above_50k, names_to = "component", values_to = "loading") %>% mutate(income_above_50k = as.factor(income_above_50k)) %>%
ggplot(aes(loading, fill=income_above_50k)) +
geom_density(alpha = 0.5) +
facet_grid(.~component)
Based on the density plots above, PC1 ‘husbands’ followed by PC2 ‘low_ed_male_laborer’ seem most predictive of income_above_50k.
Making a Logistic Regression Model using PC1 and PC2
What if we used only PC1 and PC2 to predict class using a logistic regression model?
prc$income_above_50k = factor(ifelse(prc$income_above_50k == 'TRUE', 'yes','no'),levels = c('yes','no'))
prc.pc1and2 = prc %>% select(income_above_50k, husbands, low_ed_male_laborer)
ctrl <- trainControl(method = "cv", number = 3, classProbs = TRUE, summaryFunction = twoClassSummary)
#splitting our data
prc.pc1and2_index <- createDataPartition(prc.pc1and2$income_above_50k, p = 0.80, list = FALSE)
train <- prc.pc1and2[prc.pc1and2_index, ]
test <- prc.pc1and2[-prc.pc1and2_index, ]
fit.prc.pc1and2 = train(income_above_50k ~ .,
data = train,
method = "glm",
family = "binomial",
metric = "ROC",
trControl = ctrl)
confusionMatrix(predict(fit.prc.pc1and2, test),factor(test$income_above_50k))## Confusion Matrix and Statistics
##
## Reference
## Prediction yes no
## yes 1081 570
## no 1160 6232
##
## Accuracy : 0.8087
## 95% CI : (0.8004, 0.8168)
## No Information Rate : 0.7522
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.4372
##
## Mcnemar's Test P-Value : < 2.2e-16
##
## Sensitivity : 0.4824
## Specificity : 0.9162
## Pos Pred Value : 0.6548
## Neg Pred Value : 0.8431
## Prevalence : 0.2478
## Detection Rate : 0.1195
## Detection Prevalence : 0.1826
## Balanced Accuracy : 0.6993
##
## 'Positive' Class : yes
## The Specificity (true negative rate) is much higher lower than the Sensitivity (true positive) rate. This makes sense given that there are roughly 3x more ‘<50k’ than ‘50k’ observations in the data.
income %>% group_by(income_above_50k) %>% count()## # A tibble: 2 × 2
## # Groups: income_above_50k [2]
## income_above_50k n
## <fct> <int>
## 1 FALSE 34014
## 2 TRUE 11208What if we add the rest of the principal components to the LR model?
prc_index <- createDataPartition(prc$income_above_50k, p = 0.80, list = FALSE)
train <- prc[prc_index, ]
test <- prc[-prc_index, ]
fit.allpc = train(income_above_50k ~ .,
data = train,
method = "glm",
family = "binomial",
metric = "ROC",
trControl = ctrl)
confusionMatrix(predict(fit.allpc, test),factor(test$income_above_50k))## Confusion Matrix and Statistics
##
## Reference
## Prediction yes no
## yes 1073 580
## no 1168 6222
##
## Accuracy : 0.8067
## 95% CI : (0.7984, 0.8148)
## No Information Rate : 0.7522
## P-Value [Acc > NIR] : < 2.2e-16
##
## Kappa : 0.4315
##
## Mcnemar's Test P-Value : < 2.2e-16
##
## Sensitivity : 0.4788
## Specificity : 0.9147
## Pos Pred Value : 0.6491
## Neg Pred Value : 0.8419
## Prevalence : 0.2478
## Detection Rate : 0.1187
## Detection Prevalence : 0.1828
## Balanced Accuracy : 0.6968
##
## 'Positive' Class : yes
## Not a significance increase in LR model performance. We will bring along PC1 and PC2 as guides for the rest of our journey.
PART II: K-means
Major Assumptions: flnwgt does not include age information
# Drop target column and normalize data
income_features = recipe(~ ., data = income) %>%
step_rm(income_above_50k) %>% ## will remove variables based on their name, type, or role
step_naomit(everything(), skip = TRUE) %>%
step_dummy(all_nominal(), -all_outcomes()) %>% #converts our factor columns into numeric binary (0 and 1) variables.
step_zv(all_numeric(), -all_outcomes()) %>% ## step_zv(): removes any numeric variables that have zero variance.
prep() %>%
bake(new_data = NULL)
# Print out data
income_features %>%
slice_head(n = 5)## # A tibble: 5 × 104
## l_capit…¹ l_cap…² age fnlwgt educa…³ hours…⁴ workc…⁵ workc…⁶ workc…⁷ workc…⁸
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <int> <int> <int> <int>
## 1 0 0 25 226802 7 40 0 0 1 0
## 2 0 0 38 89814 9 50 0 0 1 0
## 3 0 0 28 336951 12 40 0 1 0 0
## 4 8.95 0 44 160323 10 40 0 0 1 0
## 5 0 0 34 198693 6 30 0 0 1 0
## # … with 94 more variables: workclass_self_emp_not_inc <int>,
## # workclass_state_gov <int>, workclass_without_pay <int>,
## # education_1st_4th <int>, education_5th_6th <int>, education_7th_8th <int>,
## # education_9th <int>, education_10th <int>, education_11th <int>,
## # education_12th <int>, education_assoc_acdm <int>,
## # education_assoc_voc <int>, education_bachelors <int>,
## # education_doctorate <int>, education_hs_grad <int>, …income_features = bind_cols(prc %>% select(2:3), income_features)Choosing number of clusters
For this exercise, we build a
set.seed(503)
# Create 10 models with 1 to 10 clusters
kclusts <- tibble(k = 1:10) %>%
mutate(
model = map(k, ~ kmeans(x = income_features, centers = .x, nstart = 20)),
glanced = map(model, glance)) %>%
unnest(cols = c(glanced))## Warning: There were 32 warnings in `mutate()`.
## The first warning was:
## ℹ In argument: `model = map(k, ~kmeans(x = income_features, centers = .x,
## nstart = 20))`.
## Caused by warning:
## ! Quick-TRANSfer stage steps exceeded maximum (= 2261100)
## ℹ Run ]8;;ide:run:dplyr::last_dplyr_warnings()dplyr::last_dplyr_warnings()]8;; to see the 31 remaining warnings.# View results
kclusts## # A tibble: 10 × 6
## k model totss tot.withinss betweenss iter
## <int> <list> <dbl> <dbl> <dbl> <int>
## 1 1 <kmeans> 5.05e14 5.05e14 4.19e 3 1
## 2 2 <kmeans> 5.05e14 2.08e14 2.97e14 1
## 3 3 <kmeans> 5.05e14 1.11e14 3.93e14 2
## 4 4 <kmeans> 5.05e14 7.27e13 4.32e14 2
## 5 5 <kmeans> 5.05e14 5.15e13 4.53e14 2
## 6 6 <kmeans> 5.05e14 3.65e13 4.68e14 3
## 7 7 <kmeans> 5.05e14 2.71e13 4.78e14 4
## 8 8 <kmeans> 5.05e14 2.15e13 4.83e14 5
## 9 9 <kmeans> 5.05e14 1.70e13 4.88e14 5
## 10 10 <kmeans> 5.05e14 1.37e13 4.91e14 5# Plot Total within-cluster sum of squares (tot.withinss)
kclusts %>%
ggplot(mapping = aes(x = k, y = tot.withinss)) +
geom_line(size = 1.2, alpha = 0.5, color = "dodgerblue3") +
geom_point(size = 2, color = "dodgerblue3")+
theme_minimal()+
labs(title = "Total within-cluster sum of squares (tot.withinss)")## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
If we take a look at graph above, we can notice how the total
within-cluster sum of squares decreases as the number of clusters
increase. Considering the elbow method, which is the point where WCSS
decreases much slower after adding another cluster, the number of
clusters suggested is 3 (it appears that there is a bit of an elbow or
“bend” at that point).
Also, the table above, shows that k=3 has the lowest tot.withinss- A smaller WithinSS (or SSW) means there is less variance in that cluster’s data.
Analysis of cluster centers
set.seed(503)
# Fit and predict clusters with k = 3
final_kmeans <- kmeans(income_features, centers =3, nstart = 100, iter.max = 1000)
final_kmeans## K-means clustering with 3 clusters of sizes 16631, 6630, 21961
##
## Cluster means:
## husbands low_ed_male_laborer l_capital_gain l_capital_loss age
## 1 0.10973918 -0.19347969 0.7624860 0.3563034 39.53448
## 2 -0.15653443 0.31236384 0.6968797 0.3480888 36.50980
## 3 -0.03584759 0.05221932 0.7375121 0.3570504 38.41615
## fnlwgt education_num hours_per_week workclass_federal_gov
## 1 93669.67 10.209188 41.15658 0.03649811
## 2 377688.83 9.968326 40.69216 0.03695324
## 3 205741.41 10.095078 40.84673 0.02522654
## workclass_local_gov workclass_private workclass_self_emp_inc
## 1 0.06469845 0.7096988 0.04112801
## 2 0.06636501 0.7512821 0.02926094
## 3 0.07212786 0.7523792 0.03497109
## workclass_self_emp_not_inc workclass_state_gov workclass_without_pay
## 1 0.09782935 0.04960616 0.0005411581
## 2 0.07269985 0.04298643 0.0004524887
## 3 0.07681800 0.03806748 0.0004098174
## education_1st_4th education_5th_6th education_7th_8th education_9th
## 1 0.003367206 0.006493897 0.01863989 0.01449101
## 2 0.010256410 0.016440422 0.01840121 0.01779789
## 3 0.004462456 0.010564182 0.01780429 0.01443468
## education_10th education_11th education_12th education_assoc_acdm
## 1 0.02591546 0.03403283 0.01238651 0.03036498
## 2 0.02971342 0.03650075 0.01598793 0.03574661
## 3 0.02709348 0.03692910 0.01206685 0.03483448
## education_assoc_voc education_bachelors education_doctorate education_hs_grad
## 1 0.04804281 0.1718478 0.01340869 0.3239132
## 2 0.03785822 0.1633484 0.01266968 0.3085973
## 3 0.04139156 0.1652475 0.01079186 0.3346842
## education_masters education_preschool education_prof_school
## 1 0.05958752 0.0008418015 0.01695629
## 2 0.04615385 0.0021116139 0.01855204
## 3 0.05541642 0.0020035518 0.01730340
## education_some_college marital_status_divorced
## 1 0.2197102 0.1449702
## 2 0.2298643 0.1297134
## 3 0.2149720 0.1377897
## marital_status_married_af_spouse marital_status_married_civ_spouse
## 1 0.0009620588 0.4801876
## 2 0.0009049774 0.4449472
## 3 0.0004553527 0.4607714
## marital_status_married_spouse_absent marital_status_never_married
## 1 0.01166496 0.3038302
## 2 0.01342383 0.3546003
## 3 0.01224899 0.3275807
## marital_status_separated marital_status_widowed occupation_adm_clerical
## 1 0.02723829 0.03114665 0.1196561
## 2 0.03846154 0.01794872 0.1230769
## 3 0.03201129 0.02914257 0.1244934
## occupation_armed_forces occupation_craft_repair occupation_exec_managerial
## 1 6.012868e-05 0.1310204 0.1390175
## 2 4.524887e-04 0.1398190 0.1273002
## 3 4.553527e-04 0.1326898 0.1287737
## occupation_farming_fishing occupation_handlers_cleaners
## 1 0.04118814 0.03914377
## 2 0.03197587 0.05113122
## 3 0.02654706 0.04808524
## occupation_machine_op_inspct occupation_other_service
## 1 0.05892610 0.1095544
## 2 0.06108597 0.1052790
## 3 0.07217340 0.1041847
## occupation_priv_house_serv occupation_prof_specialty
## 1 0.004810294 0.1385365
## 2 0.005882353 0.1279035
## 3 0.005145485 0.1300487
## occupation_protective_serv occupation_sales occupation_tech_support
## 1 0.01755757 0.1182731 0.03162768
## 2 0.02428356 0.1171946 0.03197587
## 3 0.02381494 0.1213060 0.03105505
## occupation_transport_moving relationship_husband relationship_not_in_family
## 1 0.05062834 0.4226445 0.2560279
## 2 0.05263952 0.3959276 0.2742081
## 3 0.05122718 0.4103638 0.2561814
## relationship_other_relative relationship_own_child relationship_unmarried
## 1 0.02657687 0.1378751 0.1052252
## 2 0.03453997 0.1469080 0.1075415
## 3 0.03087291 0.1529530 0.1058695
## relationship_wife race_amer_indian_eskimo race_asian_pac_islander race_black
## 1 0.05165053 0.017136672 0.04317239 0.06373640
## 2 0.04087481 0.003921569 0.02443439 0.14811463
## 3 0.04375939 0.005646373 0.01926142 0.09954009
## race_other race_white sex_female sex_male native_country_cambodia
## 1 0.007095184 0.8688594 0.3347965 0.6652035 0.0006012868
## 2 0.007239819 0.8162896 0.2965309 0.7034691 0.0012066365
## 3 0.008515095 0.8670370 0.3260780 0.6739220 0.0003642821
## native_country_canada native_country_china native_country_columbia
## 1 0.003607721 0.003186820 0.0008418015
## 2 0.003318250 0.003016591 0.0013574661
## 3 0.003688357 0.001821411 0.0026865808
## native_country_cuba native_country_dominican_republic native_country_ecuador
## 1 0.0005411581 0.001443088 0.0006614154
## 2 0.0028657617 0.002111614 0.0001508296
## 3 0.0047812030 0.002686581 0.0014115933
## native_country_el_salvador native_country_england native_country_france
## 1 0.001984246 0.002525404 0.0007816728
## 2 0.005580694 0.003016591 0.0009049774
## 3 0.003506216 0.002595510 0.0007740995
## native_country_germany native_country_greece native_country_guatemala
## 1 0.004088750 0.0016836029 0.0007816728
## 2 0.005429864 0.0000000000 0.0034690799
## 3 0.004052639 0.0009562406 0.0022767634
## native_country_haiti native_country_holand_netherlands
## 1 0.0005411581 6.012868e-05
## 2 0.0012066365 0.000000e+00
## 3 0.0023678339 0.000000e+00
## native_country_honduras native_country_hong native_country_hungary
## 1 0.0002405147 0.0004209007 0.0003006434
## 2 0.0006033183 0.0012066365 0.0003016591
## 3 0.0005008879 0.0005919585 0.0005008879
## native_country_india native_country_iran native_country_ireland
## 1 0.004810294 0.001022187 0.0012025735
## 2 0.002564103 0.001206637 0.0001508296
## 3 0.002276763 0.001411593 0.0006830290
## native_country_italy native_country_jamaica native_country_japan
## 1 0.002405147 0.0009620588 0.002104504
## 2 0.001206637 0.0016591252 0.003318250
## 3 0.002367834 0.0034606803 0.001457129
## native_country_laos native_country_mexico native_country_nicaragua
## 1 0.0005411581 0.004329265 0.0002405147
## 2 0.0009049774 0.052337858 0.0022624434
## 3 0.0002732116 0.022039069 0.0013205227
## native_country_outlying_us(guam_usvi_etc) native_country_peru
## 1 0.0003607721 0.0002405147
## 2 0.0001508296 0.0019607843
## 3 0.0006830290 0.0012749875
## native_country_philippines native_country_poland native_country_portugal
## 1 0.008598401 0.001683603 0.0024652757
## 2 0.005580694 0.001206637 0.0012066365
## 3 0.004690133 0.002049087 0.0005919585
## native_country_puerto_rico native_country_scotland native_country_south
## 1 0.001743732 0.0007215441 0.003126691
## 2 0.002111614 0.0001508296 0.001055807
## 3 0.006010655 0.0003187469 0.001912481
## native_country_taiwan native_country_thailand native_country_trinadad&tobago
## 1 0.001202574 0.0006012868 0.0004810294
## 2 0.001357466 0.0004524887 0.0004524887
## 3 0.001183917 0.0007285643 0.0006830290
## native_country_united_states native_country_vietnam native_country_yugoslavia
## 1 0.9341591 0.002465276 0.0002405147
## 2 0.8811463 0.001206637 0.0006033183
## 3 0.9067893 0.001548199 0.0006830290
##
## Clustering vector:
## [1] 3 1 2 3 3 1 2 1 3 3 1 3 2 2 1 1 1 3 3 3 2 3 1 1 1 1 3 3 3 1 2 3 3 3 1 1
## [37] 2 1 1 3 3 3 3 1 1 3 3 1 3 1 1 2 3 3 1 1 1 3 3 2 1 3 1 2 3 3 2 3 1 3 2 1
## [73] 1 3 1 1 3 3 3 3 2 1 3 1 3 2 3 3 3 3 3 3 2 3 1 3 3 3 3 3 1 2 1 3 1 3 3 3
## [109] 3 3 3 1 3 3 1 1 1 3 2 3 1 3 1 3 3 1 2 1 3 3 3 3 3 1 3 1 2 3 3 1 2 1 1 1
## [145] 2 1 1 1 1 2 1 1 3 3 3 1 1 3 3 3 1 1 3 2 1 3 3 3 2 3 3 1 1 3 3 3 2 3 1 2
## [181] 3 2 1 3 1 1 3 3 1 2 1 2 3 1 1 3 1 3 1 1 2 3 1 3 1 3 2 1 3 2 3 1 3 1 3 3
## [217] 1 3 3 2 1 3 1 3 3 1 1 1 3 1 1 3 2 3 3 1 3 3 3 1 1 1 1 1 3 2 3 3 1 1 1 1
## [253] 3 3 3 2 2 3 1 3 3 3 3 3 2 2 3 3 3 3 2 3 3 2 3 3 2 3 1 1 1 1 3 3 1 1 3 3
## [289] 3 1 1 2 1 3 1 3 3 1 3 1 1 3 2 3 1 3 1 2 3 3 1 3 1 1 3 3 3 1 3 1 3 1 3 3
## [325] 3 3 1 1 3 1 3 3 2 1 2 3 3 1 2 1 3 3 3 3 3 3 3 2 3 1 1 1 1 3 3 3 3 3 2 1
## [361] 1 3 3 3 1 2 1 1 1 3 1 1 3 2 3 3 3 3 1 3 1 3 2 1 3 3 3 1 2 3 3 1 1 1 1 1
## [397] 3 2 1 3 3 3 1 1 3 3 1 1 3 1 3 2 1 3 3 3 2 3 3 1 1 1 3 3 3 1 3 2 2 1 1 3
## [433] 3 1 1 3 1 3 1 1 1 3 2 3 1 2 3 2 3 2 3 3 3 1 3 3 1 1 1 2 1 3 3 2 1 3 1 3
## [469] 2 1 1 2 3 1 3 3 1 2 3 1 1 1 1 1 3 3 1 2 3 3 2 3 1 3 1 3 1 2 3 3 2 3 3 1
## [505] 1 3 3 3 1 1 3 1 1 3 1 1 3 1 3 3 2 1 1 1 1 3 1 1 2 3 1 1 1 3 3 1 2 1 3 2
## [541] 3 2 2 3 3 1 3 3 1 2 1 1 1 3 2 3 3 1 1 3 2 1 3 1 3 2 2 3 1 3 2 3 2 2 3 3
## [577] 1 1 3 3 3 1 3 1 3 3 3 3 3 2 3 2 3 3 2 1 2 3 3 3 1 1 3 1 1 3 1 1 3 3 1 3
## [613] 3 3 2 3 1 3 3 3 3 3 3 1 1 1 3 3 1 2 2 3 2 3 2 3 3 3 3 3 1 3 2 2 1 1 3 2
## [649] 1 3 1 3 1 3 1 3 1 1 1 3 3 3 3 1 1 3 3 1 3 3 3 3 1 3 3 3 3 1 1 3 3 3 2 2
## [685] 2 1 1 3 3 3 1 3 1 2 1 1 3 3 3 3 2 3 1 3 2 3 3 1 2 1 1 1 3 3 3 2 3 1 1 3
## [721] 3 1 1 1 2 3 1 1 1 1 1 1 1 1 3 1 3 1 3 3 1 3 2 3 3 3 1 3 3 3 3 1 1 3 3 3
## [757] 3 1 1 1 3 3 1 3 1 1 1 2 3 2 3 3 3 1 2 3 1 1 3 3 3 1 3 3 1 3 3 3 1 1 1 2
## [793] 1 3 1 1 1 1 1 3 1 1 1 3 3 3 3 2 3 1 3 3 1 3 1 3 3 2 1 3 3 1 2 1 2 2 3 2
## [829] 1 3 3 2 1 1 1 2 1 3 1 1 3 2 3 3 3 2 3 1 3 1 2 3 1 1 3 3 3 3 1 3 3 3 3 3
## [865] 1 3 1 1 1 3 3 1 1 3 3 3 1 2 2 3 1 3 3 3 1 1 1 1 1 3 3 3 3 3 1 1 3 1 1 2
## [901] 3 3 3 1 1 1 1 3 3 1 3 1 2 3 3 1 3 3 1 1 1 3 1 2 3 1 3 1 3 3 3 1 3 1 3 2
## [937] 3 1 1 3 3 2 1 3 1 1 1 3 3 3 3 3 3 3 1 3 1 3 1 3 1 3 1 1 3 3 3 2 1 1 1 2
## [973] 1 3 3 3 1 1 3 3 1 3 3 3 3 3 3 1 3 2 3 2 3 3 1 3 3 1 2 3 3 1 1 3 1 2 3 1
## [1009] 3 1 3 2 2 3 1 3 1 3 2 2 3 3 3 1 1 1 1 1 1 1 1 1 2 3 3 2 2 3 3 2 3 1 3 1
## [1045] 1 1 1 3 3 3 3 2 2 1 1 3 3 3 1 2 2 3 3 3 1 3 1 1 1 1 1 2 3 3 2 3 2 3 3 3
## [1081] 3 3 3 3 3 1 1 3 3 3 3 1 2 3 2 3 1 2 3 3 3 3 2 3 1 3 2 3 3 3 3 3 3 1 3 3
## [1117] 2 3 1 3 1 3 3 3 3 1 1 3 2 2 3 3 3 3 1 1 1 3 1 3 1 1 2 3 3 1 3 3 3 3 3 3
## [1153] 1 1 3 3 3 3 1 3 3 2 1 3 3 1 1 1 1 3 1 2 2 1 3 3 3 1 3 1 2 1 1 3 1 3 3 3
## [1189] 2 3 1 3 3 3 3 3 3 1 1 3 3 3 1 1 3 3 3 1 1 3 2 3 1 1 3 1 1 2 1 3 1 2 2 1
## [1225] 1 1 1 1 3 1 3 2 3 2 3 3 3 1 1 1 2 3 3 3 3 1 1 1 3 1 1 3 2 1 3 1 3 1 3 3
## [1261] 1 2 3 2 3 3 2 1 1 1 1 1 1 2 3 1 1 1 3 3 3 2 3 1 3 2 3 3 1 3 3 3 1 1 1 3
## [1297] 1 3 1 3 1 3 3 1 1 3 3 3 2 2 3 3 1 1 1 1 1 2 3 1 3 1 3 2 1 1 3 1 1 3 1 1
## [1333] 1 3 3 2 3 3 2 3 3 1 1 3 1 3 1 3 1 1 3 1 2 1 3 3 1 2 1 3 1 3 3 3 3 3 3 3
## [1369] 2 3 1 1 2 3 1 3 1 2 3 3 1 3 1 1 3 3 1 3 3 3 1 3 1 1 2 1 3 3 3 1 3 1 2 3
## [1405] 1 2 1 1 1 3 3 3 1 2 1 1 2 3 2 3 1 1 2 3 3 1 3 3 3 1 2 3 3 3 1 3 3 1 1 3
## [1441] 3 3 3 1 3 2 3 3 3 1 3 3 3 3 1 1 3 3 1 3 2 3 1 2 3 3 3 1 3 1 3 2 3 3 2 3
## [1477] 3 3 3 3 3 2 3 3 3 1 2 2 3 3 3 1 3 3 3 1 3 1 1 1 3 2 3 1 3 3 3 3 3 2 3 3
## [1513] 3 3 2 1 3 2 3 3 1 3 1 3 3 3 3 3 2 1 2 3 1 1 1 3 1 3 1 1 1 3 1 3 2 3 1 3
## [1549] 3 2 3 3 2 1 3 3 3 1 3 1 2 1 2 3 1 3 3 1 3 3 3 3 1 3 1 3 3 2 1 1 3 3 1 1
## [1585] 1 2 3 1 1 2 1 2 2 3 3 3 2 2 3 1 3 1 1 1 3 3 3 3 3 1 1 3 1 1 3 3 1 3 3 3
## [1621] 3 3 1 1 1 3 2 1 3 2 2 3 1 1 1 3 3 1 1 1 3 3 1 3 3 3 3 3 2 2 2 3 2 3 2 3
## [1657] 1 1 3 3 1 1 1 1 3 2 1 2 1 1 1 3 1 3 3 1 3 3 1 1 1 3 3 1 3 3 2 1 3 1 3 1
## [1693] 1 3 2 3 3 3 1 3 2 3 1 1 1 1 1 1 3 3 3 1 3 3 1 3 3 3 1 3 3 3 3 1 3 3 3 3
## [1729] 2 1 1 3 1 3 1 3 3 3 1 1 3 3 1 1 2 3 1 1 2 1 1 3 1 2 1 3 3 3 1 3 3 2 3 2
## [1765] 3 1 2 1 1 1 3 3 3 3 1 1 2 1 1 1 1 3 3 1 3 3 3 1 3 3 1 3 1 1 3 1 3 2 1 3
## [1801] 2 3 3 1 1 3 1 1 1 1 3 2 1 3 3 3 3 2 3 3 3 1 3 1 3 1 1 3 1 3 1 2 3 3 1 3
## [1837] 1 1 3 3 1 3 1 3 1 1 3 3 1 1 1 3 1 3 2 1 3 1 3 1 3 1 3 3 3 1 1 2 3 1 1 2
## [1873] 3 3 1 3 3 3 1 3 1 3 3 1 1 3 3 3 2 3 3 2 3 3 1 3 3 1 1 2 3 3 3 1 2 1 3 1
## [1909] 3 3 3 3 3 1 1 3 3 3 2 1 1 3 3 1 3 1 3 2 1 3 3 1 3 2 1 3 2 3 1 1 3 1 2 3
## [1945] 1 1 2 1 1 3 1 1 2 3 3 3 3 1 3 1 3 3 3 3 3 1 3 3 1 1 1 3 1 2 1 3 1 3 1 1
## [1981] 3 3 1 1 3 3 1 3 3 1 3 3 1 1 1 1 1 2 1 3 3 1 2 3 1 1 2 3 3 1 2 2 3 1 3 1
## [2017] 1 2 1 3 3 2 3 1 1 3 3 3 2 3 3 3 1 3 3 3 1 3 3 1 3 1 1 1 3 1 3 2 3 2 2 1
## [2053] 1 3 3 2 2 1 3 3 1 1 3 3 3 1 3 3 3 3 1 1 2 3 3 2 1 1 2 3 3 1 2 3 1 2 3 3
## [2089] 3 2 1 1 3 2 3 1 3 3 3 3 3 2 2 3 3 1 1 3 3 2 1 1 3 1 3 3 1 3 1 1 1 1 3 1
## [2125] 3 2 2 3 3 3 3 3 3 1 3 3 3 3 3 3 2 1 3 1 2 3 3 1 1 3 3 1 3 3 3 3 3 3 3 3
## [2161] 3 1 3 1 1 3 3 3 1 1 3 1 2 1 3 1 3 1 3 1 3 3 1 3 3 1 3 2 1 3 3 1 3 3 3 1
## [2197] 1 1 3 2 3 1 3 3 3 3 1 1 3 2 2 3 1 3 3 1 3 1 1 1 3 3 2 1 3 3 2 3 2 3 1 1
## [2233] 2 1 2 2 1 1 1 1 3 3 3 2 3 2 3 3 2 3 1 3 1 3 1 3 1 3 1 3 3 1 2 3 1 1 2 3
## [2269] 3 3 3 1 3 1 2 1 3 3 1 2 1 2 2 1 1 1 3 2 3 3 3 1 3 2 2 3 3 3 3 1 1 2 1 3
## [2305] 2 3 1 3 1 1 2 1 1 1 1 1 2 3 3 3 1 3 1 2 2 2 2 3 3 1 1 1 3 3 3 3 3 3 3 3
## [2341] 1 3 3 1 1 1 2 3 1 1 1 3 3 1 3 1 3 3 1 1 3 3 3 3 2 3 3 3 2 2 1 3 1 1 3 3
## [2377] 3 3 1 3 3 3 2 3 1 1 1 3 3 3 1 3 2 3 3 3 3 2 3 3 3 1 1 1 1 1 1 3 1 1 1 1
## [2413] 1 1 1 2 3 2 1 1 3 3 3 3 1 3 3 1 1 1 1 3 3 3 3 1 3 2 1 3 1 2 3 3 1 3 3 3
## [2449] 3 3 2 1 1 3 1 3 3 1 1 1 1 3 1 1 1 3 3 3 3 3 3 1 2 1 2 2 3 1 3 3 1 3 3 3
## [2485] 3 3 3 3 3 3 3 3 2 3 3 3 3 3 3 2 3 1 2 3 1 1 3 1 3 3 1 3 1 3 3 3 1 1 3 1
## [2521] 2 2 3 3 3 2 3 3 3 3 2 3 3 1 3 1 1 1 3 1 3 3 1 1 1 1 1 2 3 2 3 1 1 3 3 1
## [2557] 1 3 3 3 2 1 3 2 2 1 1 3 3 1 1 3 1 3 3 1 2 3 3 1 2 1 1 1 1 3 1 2 1 3 3 3
## [2593] 2 3 3 3 3 3 2 3 3 1 3 3 1 3 3 1 2 2 1 3 1 1 3 2 3 1 1 2 3 3 3 2 3 3 3 3
## [2629] 3 3 1 3 2 1 3 1 1 3 3 1 1 1 3 1 3 1 3 3 1 3 3 3 1 1 1 1 2 3 3 2 1 3 1 3
## [2665] 2 2 1 3 3 3 3 3 3 3 3 3 1 3 2 2 1 1 1 1 3 2 3 3 3 1 3 3 1 1 3 1 3 2 3 3
## [2701] 1 3 3 3 3 3 3 1 1 1 1 1 1 1 3 1 1 2 2 3 1 2 3 1 3 1 1 3 3 1 3 3 1 3 2 1
## [2737] 3 3 3 1 2 3 1 1 3 3 3 1 2 1 1 3 2 2 2 3 3 3 1 2 2 3 1 3 3 3 1 2 1 3 3 1
## [2773] 3 1 2 1 3 2 3 3 3 1 3 3 1 3 2 3 2 1 3 3 1 3 3 3 3 3 3 3 3 1 2 3 2 1 1 2
## [2809] 3 3 3 1 3 1 3 1 3 3 3 3 2 1 3 3 2 1 3 1 3 3 3 1 2 3 1 1 3 3 2 2 1 3 1 3
## [2845] 3 3 3 3 1 3 2 1 1 3 3 2 1 3 1 1 3 1 2 2 3 3 3 3 3 3 2 3 1 2 3 1 1 3 3 3
## [2881] 3 1 3 2 3 1 3 3 3 3 3 3 1 3 1 2 3 3 3 1 3 3 1 3 2 2 3 2 2 2 3 3 1 3 3 3
## [2917] 3 3 2 3 1 2 1 3 3 1 2 3 3 1 3 3 3 1 3 2 3 3 2 3 1 3 2 1 3 1 1 1 2 2 3 2
## [2953] 1 2 1 3 3 1 3 1 3 3 3 2 3 2 3 2 1 2 1 2 3 3 1 3 1 3 1 1 1 2 3 3 3 3 3 3
## [2989] 2 2 3 1 1 1 1 3 1 1 1 3 1 3 1 3 3 3 3 2 1 3 1 3 3 1 1 1 1 1 3 1 1 1 2 1
## [3025] 3 3 3 3 2 2 1 3 3 3 1 3 1 1 1 3 1 2 3 1 1 2 3 3 3 1 3 1 3 2 1 3 3 1 1 3
## [3061] 3 1 3 1 3 2 3 3 3 3 1 3 1 1 2 3 3 3 3 2 3 3 3 1 3 3 3 2 1 1 3 3 3 1 3 2
## [3097] 3 1 3 1 1 1 1 1 2 3 3 3 3 3 1 1 3 1 3 3 2 3 1 3 3 1 2 1 1 1 1 3 2 1 1 1
## [3133] 3 1 3 1 3 3 1 1 3 1 1 3 3 3 1 3 1 1 3 1 1 3 3 1 3 1 1 2 3 3 2 1 2 3 3 3
## [3169] 1 3 3 1 1 1 2 1 3 1 1 3 3 1 1 1 1 1 1 2 1 3 3 2 3 3 3 1 1 3 1 3 1 3 1 1
## [3205] 1 1 1 1 1 1 3 2 2 1 1 3 1 1 1 3 1 1 1 2 3 3 3 2 3 1 1 3 1 3 1 3 1 3 1 3
## [3241] 3 3 1 3 1 3 1 2 1 2 3 3 1 3 3 1 3 1 2 1 3 1 3 3 1 1 3 2 1 3 1 3 1 3 1 3
## [3277] 3 1 3 1 3 2 1 1 1 1 1 3 3 3 1 1 1 3 1 2 1 3 1 3 1 3 1 3 1 3 3 3 3 2 3 1
## [3313] 1 1 1 1 2 3 3 1 1 1 2 2 1 3 3 1 3 1 3 3 1 1 3 1 3 1 1 1 3 1 1 3 2 1 1 2
## [3349] 1 3 3 1 1 3 3 3 3 3 3 1 1 3 3 3 1 3 3 1 1 1 2 3 3 3 1 1 1 1 3 2 3 1 3 1
## [3385] 1 2 2 3 1 3 3 3 3 1 1 1 3 1 1 1 1 3 3 1 3 3 3 1 2 2 3 2 1 3 1 3 3 1 3 3
## [3421] 2 3 1 1 1 1 3 1 2 1 3 1 3 1 3 3 3 1 1 3 2 3 2 3 3 3 3 3 1 2 3 1 2 3 3 2
## [3457] 1 3 2 1 3 1 2 1 3 3 3 1 3 2 3 1 3 3 1 3 1 3 2 2 3 3 3 1 2 1 3 3 3 3 3 1
## [3493] 1 2 3 3 1 1 1 3 2 3 3 3 3 3 1 1 3 2 1 1 3 2 3 1 3 3 1 2 3 3 3 3 2 1 1 1
## [3529] 1 3 2 1 1 3 1 1 3 1 3 1 1 3 1 1 1 1 3 1 3 1 3 1 1 1 1 3 1 2 3 1 3 1 1 3
## [3565] 1 2 1 2 3 3 3 3 1 1 3 3 3 3 1 2 1 3 1 3 1 1 3 2 1 1 3 3 3 3 2 2 3 1 2 3
## [3601] 3 3 1 2 3 1 3 2 1 1 1 1 3 3 3 2 1 1 2 3 1 1 2 3 1 1 1 3 1 3 1 1 3 1 1 3
## [3637] 2 3 1 3 2 1 1 1 2 3 2 3 2 3 1 3 3 2 3 1 3 1 1 3 3 1 1 3 1 3 2 3 1 3 2 3
## [3673] 1 1 3 2 1 1 1 1 1 3 1 3 3 1 3 1 2 3 1 1 3 1 1 3 1 3 3 3 2 3 3 3 1 1 3 1
## [3709] 3 3 3 1 1 3 2 3 1 1 1 1 2 1 1 2 1 1 3 1 3 3 3 3 3 1 3 3 3 3 1 1 1 1 3 3
## [3745] 3 1 3 1 2 1 3 3 3 1 1 2 3 1 2 3 2 1 3 3 3 3 3 1 1 3 3 3 2 3 3 1 3 1 2 3
## [3781] 2 1 2 1 2 1 1 3 1 3 3 1 3 1 1 2 1 3 3 3 2 3 1 2 3 3 1 3 1 1 3 1 2 3 3 3
## [3817] 3 3 3 2 1 2 3 3 2 1 2 3 2 3 3 2 2 3 3 2 1 3 2 3 1 3 3 3 3 3 1 1 3 3 2 3
## [3853] 2 3 1 1 3 1 2 1 3 1 3 3 3 3 1 3 2 1 1 3 3 3 1 1 3 3 3 1 3 1 3 2 3 1 3 3
## [3889] 3 3 3 1 3 2 3 3 3 1 1 3 3 3 3 2 1 1 2 1 3 3 3 3 3 1 2 1 1 1 2 1 1 1 1 1
## [3925] 2 3 3 1 3 1 3 1 3 1 1 3 3 2 3 2 1 1 3 2 2 2 3 3 3 3 3 3 1 2 1 1 3 3 3 3
## [3961] 1 1 3 3 1 1 3 3 1 1 3 1 2 1 3 3 3 3 3 1 3 2 3 3 1 1 1 3 2 1 3 2 1 2 3 3
## [3997] 3 3 2 3 3 1 3 3 3 2 1 3 3 1 1 3 3 3 2 1 3 1 3 1 1 3 1 3 1 1 3 3 3 3 1 3
## [4033] 1 3 1 1 1 3 3 2 3 1 3 1 1 1 3 1 1 3 1 3 2 2 3 2 3 3 1 1 3 3 3 3 3 1 3 2
## [4069] 3 2 3 3 2 1 3 1 3 1 3 1 3 2 3 1 2 1 1 1 1 3 1 3 2 3 1 1 1 3 3 1 1 2 3 1
## [4105] 2 3 3 3 3 3 1 2 3 2 1 1 2 1 2 3 3 2 1 3 3 3 1 3 3 1 1 2 1 2 3 2 1 3 1 3
## [4141] 1 1 3 2 1 2 1 1 3 1 3 3 3 1 3 3 2 1 3 3 1 3 3 1 1 1 3 3 1 1 2 1 1 3 3 2
## [4177] 3 1 3 3 3 3 3 2 3 3 1 1 3 3 1 3 1 1 3 3 2 2 1 1 1 3 3 3 3 3 1 1 1 3 3 1
## [4213] 3 1 3 1 3 3 1 1 3 1 2 3 3 2 3 1 1 2 1 3 1 3 1 1 2 3 2 3 3 3 1 3 1 1 1 2
## [4249] 3 3 2 1 3 3 1 3 1 1 1 3 3 1 3 3 3 1 3 3 1 3 3 3 3 3 2 1 1 3 3 1 1 2 3 3
## [4285] 1 3 3 3 2 1 3 3 2 1 3 3 3 1 3 1 3 2 1 3 1 2 1 1 3 3 1 3 3 1 3 1 2 3 3 3
## [4321] 3 3 3 1 3 3 3 3 3 1 3 2 1 3 3 3 2 3 1 1 3 3 3 1 2 1 1 1 3 2 1 2 2 1 1 3
## [4357] 1 1 2 3 3 1 3 3 1 1 3 1 3 3 1 3 3 2 1 3 1 3 3 1 3 1 3 3 3 2 1 1 1 1 1 2
## [4393] 3 1 1 1 1 2 3 2 3 2 3 3 3 3 3 3 3 1 2 3 3 1 1 1 3 3 3 3 3 3 1 1 3 2 3 3
## [4429] 3 3 3 3 3 3 3 3 1 3 3 1 2 1 3 1 3 3 1 3 3 1 3 3 3 1 1 3 3 3 3 3 1 1 1 1
## [4465] 3 3 3 3 1 3 1 3 1 1 3 3 1 2 3 3 3 3 1 1 1 3 1 3 1 1 2 3 3 2 1 3 3 1 3 1
## [4501] 1 3 3 2 2 3 1 1 1 3 1 3 2 1 3 3 1 3 1 3 3 1 3 2 1 3 3 1 3 2 3 3 3 3 2 3
## [4537] 1 2 3 1 1 1 3 3 1 3 1 3 3 1 3 1 2 3 1 3 3 3 2 1 1 2 1 1 1 1 3 2 3 1 2 1
## [4573] 1 3 3 3 1 3 1 3 3 1 3 2 2 3 3 1 2 3 3 3 1 1 3 1 3 3 3 3 3 3 3 3 3 2 1 3
## [4609] 3 3 3 3 2 3 3 1 1 1 1 2 1 3 3 2 2 1 3 3 3 1 1 3 1 2 1 1 3 1 3 3 2 1 1 2
## [4645] 1 1 3 3 3 3 1 1 3 1 1 3 1 3 3 1 1 1 3 3 3 1 1 3 3 3 1 1 2 2 1 1 3 3 2 3
## [4681] 3 3 1 3 1 2 1 1 1 3 1 3 2 3 2 3 2 3 3 3 1 3 3 1 2 2 3 2 1 1 1 3 1 1 3 1
## [4717] 3 1 3 1 3 2 1 1 3 3 1 3 2 3 1 3 1 2 3 3 1 1 1 3 1 1 3 3 3 1 3 1 1 1 1 3
## [4753] 3 3 1 3 3 3 2 1 1 1 3 3 1 1 1 1 3 1 2 3 3 3 1 3 3 3 2 1 3 1 3 3 1 3 3 3
## [4789] 1 3 1 3 1 3 1 1 3 3 3 1 3 1 1 3 2 1 1 1 3 3 3 1 3 1 3 3 2 3 1 3 3 2 1 1
## [4825] 1 1 1 3 3 2 1 1 3 1 3 3 3 1 3 3 3 1 1 1 3 3 3 1 2 3 3 3 3 3 1 1 3 3 2 2
## [4861] 1 2 3 2 1 3 3 1 1 1 3 3 3 2 3 1 1 2 3 2 1 3 1 1 1 3 1 1 3 1 3 3 3 3 1 3
## [4897] 3 1 3 2 1 3 2 3 3 3 2 3 2 1 1 3 3 3 3 1 3 3 3 1 3 3 3 3 3 3 1 3 2 2 1 3
## [4933] 1 2 2 1 3 3 1 1 1 3 1 3 2 3 1 1 1 3 3 3 3 3 2 1 1 1 3 1 1 2 1 3 1 1 3 1
## [4969] 1 3 2 2 1 3 2 1 3 3 1 2 3 3 1 1 3 1 3 3 3 3 2 1 3 3 1 3 1 1 1 3 2 1 3 1
## [5005] 2 3 3 3 3 2 1 1 3 2 3 1 3 3 3 1 3 3 1 1 3 3 3 1 1 3 3 1 3 3 3 1 3 3 3 3
## [5041] 1 1 2 3 3 3 3 3 3 1 3 1 3 1 1 2 3 1 3 1 3 1 1 3 1 2 3 2 1 3 1 3 3 1 1 3
## [5077] 3 1 1 1 2 1 3 3 3 3 1 1 3 1 1 1 1 3 2 3 1 3 3 1 3 3 1 1 3 3 3 3 3 1 3 3
## [5113] 3 2 3 3 3 3 1 3 1 1 3 3 1 3 1 3 3 3 3 3 1 3 3 1 1 1 3 3 1 2 3 3 3 3 2 1
## [5149] 1 1 2 1 3 1 3 2 1 3 3 2 1 3 3 3 1 2 1 1 3 1 1 1 1 3 3 1 2 3 3 1 1 3 2 3
## [5185] 2 2 3 3 1 3 1 3 1 3 2 3 1 3 2 2 1 3 1 3 3 3 2 1 3 3 3 1 1 1 2 3 3 2 3 1
## [5221] 2 1 1 1 1 1 3 1 2 3 2 3 2 3 3 2 3 2 3 1 3 1 1 3 2 3 3 3 3 1 1 2 3 3 2 3
## [5257] 1 1 2 1 1 1 3 1 1 1 1 3 2 1 1 3 3 3 3 3 3 3 2 3 2 1 2 1 3 3 2 1 1 1 1 3
## [5293] 1 3 1 3 2 3 1 1 1 1 3 1 1 1 1 1 1 1 1 3 3 1 1 1 1 1 3 1 3 3 1 3 3 1 3 1
## [5329] 1 3 2 3 1 2 2 3 3 1 1 1 1 3 3 3 1 2 3 3 3 3 3 3 1 3 2 1 1 3 3 2 3 3 3 1
## [5365] 2 2 3 3 3 3 3 1 1 3 3 3 1 2 1 1 1 1 1 1 3 3 3 1 3 1 2 1 3 3 1 3 1 3 2 3
## [5401] 1 2 1 2 3 3 1 1 1 3 3 2 3 3 2 2 3 1 1 3 3 2 3 2 3 3 3 1 1 1 1 2 3 2 1 2
## [5437] 3 1 3 3 3 3 3 2 1 1 3 1 3 1 3 1 3 3 1 3 3 3 3 1 2 2 3 1 3 1 1 3 3 3 3 3
## [5473] 1 3 3 1 1 1 1 3 3 3 1 3 3 1 1 3 3 2 1 2 2 3 3 3 3 3 1 3 3 3 3 1 3 3 3 1
## [5509] 1 1 3 2 1 1 2 3 1 3 1 3 3 1 1 1 1 1 2 1 3 2 1 1 2 3 1 2 3 3 1 3 2 3 1 2
## [5545] 3 1 1 1 3 3 1 1 3 3 1 3 2 3 3 1 3 1 1 1 1 3 1 2 1 1 3 3 3 1 3 1 1 2 3 3
## [5581] 2 1 3 3 3 3 3 2 2 3 3 2 3 1 1 3 3 3 3 1 3 3 1 1 1 3 1 3 3 1 3 3 1 3 1 2
## [5617] 2 1 3 1 3 3 1 1 3 1 3 1 1 3 3 3 3 2 1 3 3 1 3 3 3 3 3 1 2 3 2 2 3 1 3 1
## [5653] 1 1 2 1 3 1 3 1 1 2 1 1 1 1 1 1 1 3 3 3 1 1 2 3 3 2 2 1 3 3 3 2 1 3 1 3
## [5689] 3 3 1 3 2 3 3 1 3 3 3 2 2 3 3 1 3 2 2 1 3 1 3 3 1 3 2 2 2 1 3 3 2 3 1 1
## [5725] 1 3 3 3 1 3 3 2 3 1 2 3 3 3 3 3 3 3 3 3 1 3 3 3 1 1 3 1 1 1 1 3 3 1 3 1
## [5761] 3 3 3 3 1 1 1 2 1 1 1 1 2 1 1 2 2 3 3 2 2 1 3 1 3 1 3 2 3 3 3 3 1 1 1 3
## [5797] 3 1 1 1 1 1 3 1 1 3 1 1 3 3 1 1 1 3 1 1 3 1 3 2 1 1 1 1 3 1 1 1 3 3 3 1
## [5833] 3 1 3 1 1 1 2 3 1 1 1 2 1 3 3 3 3 3 3 3 3 2 2 3 2 2 1 3 2 3 3 1 2 1 2 2
## [5869] 2 3 1 3 3 2 3 1 3 1 2 3 1 2 3 2 2 3 1 3 2 1 3 3 1 1 3 1 3 3 3 1 1 3 2 1
## [5905] 1 1 3 3 2 3 1 3 1 1 1 1 3 1 3 3 2 3 1 2 3 3 1 3 3 1 3 1 1 3 1 1 3 3 1 3
## [5941] 1 3 1 1 3 3 1 3 3 3 3 1 3 2 1 3 1 2 1 1 3 2 2 1 2 2 3 3 2 1 2 3 2 1 1 1
## [5977] 3 3 3 1 3 1 1 1 1 2 3 3 2 1 1 3 2 1 3 3 2 1 2 1 3 1 3 3 1 1 3 1 1 3 1 3
## [6013] 1 3 1 2 1 3 1 3 3 1 3 1 3 2 3 1 1 3 1 3 2 3 2 2 2 1 1 3 1 1 2 3 3 1 1 3
## [6049] 1 1 1 2 1 2 1 3 1 1 2 1 3 3 1 1 3 1 3 3 2 3 3 3 2 1 3 3 3 3 3 3 3 1 3 3
## [6085] 1 1 1 2 1 3 3 1 2 3 2 3 3 3 3 3 1 1 1 1 1 3 1 3 2 1 2 3 3 1 3 1 1 3 1 1
## [6121] 1 3 3 3 3 3 1 3 1 3 3 3 1 1 3 1 1 1 1 1 1 2 3 2 1 2 1 2 3 1 3 3 2 3 3 1
## [6157] 1 3 2 2 3 3 3 3 1 1 3 1 3 3 3 2 3 1 3 1 3 1 1 2 1 1 1 2 3 1 2 2 3 3 3 3
## [6193] 2 1 3 3 3 3 3 3 1 3 1 1 3 1 3 3 3 2 1 1 2 3 2 1 2 3 3 3 3 1 1 1 3 3 3 3
## [6229] 3 3 3 3 1 2 2 1 3 2 1 3 1 1 3 2 1 3 1 2 2 3 2 3 3 1 3 3 1 3 2 3 3 3 1 2
## [6265] 1 1 1 3 3 1 2 3 1 3 1 2 1 3 2 3 1 1 1 3 3 3 1 3 3 2 1 2 3 3 3 1 3 3 3 3
## [6301] 1 3 1 2 3 3 2 3 3 3 1 3 3 2 3 3 2 1 1 3 3 1 3 3 3 3 1 1 2 3 2 3 1 1 1 2
## [6337] 1 2 3 3 2 1 1 3 3 3 2 3 1 3 1 1 3 2 1 1 2 3 1 2 3 3 3 3 3 1 3 1 2 1 3 1
## [6373] 3 2 1 3 2 3 3 3 2 3 1 3 2 3 3 3 1 3 3 1 1 2 2 2 3 1 3 1 3 2 1 1 3 1 3 1
## [6409] 1 3 3 2 3 3 3 3 1 2 1 3 2 3 1 2 1 3 3 3 2 1 3 3 1 2 3 1 2 1 1 3 1 3 3 3
## [6445] 3 3 2 3 1 3 2 3 1 2 3 3 1 2 3 1 1 3 2 3 2 3 1 3 1 3 2 3 3 1 3 2 1 1 3 1
## [6481] 2 1 3 3 2 2 1 3 2 3 3 3 3 3 2 3 2 3 2 3 1 1 2 3 1 2 1 2 3 1 3 2 2 3 1 2
## [6517] 2 2 3 3 2 2 3 3 3 3 3 1 3 3 3 3 3 1 2 1 1 3 1 1 3 2 3 2 3 3 1 3 3 3 1 3
## [6553] 3 1 3 3 1 1 1 1 3 3 3 2 3 3 3 1 3 3 3 3 3 3 3 3 3 3 3 3 3 2 3 3 3 3 3 1
## [6589] 1 1 3 1 3 3 3 1 3 2 1 1 1 1 2 1 3 1 3 3 1 3 1 3 1 1 3 3 3 3 1 1 1 1 2 1
## [6625] 3 3 3 3 2 1 3 3 1 1 1 3 2 1 3 3 2 3 1 3 1 3 1 3 3 3 1 3 3 3 1 1 3 1 1 2
## [6661] 1 2 1 1 3 1 1 3 2 3 3 2 3 3 1 1 3 3 3 3 3 2 3 2 1 1 3 1 2 1 3 1 1 3 1 3
## [6697] 3 1 1 1 3 3 1 1 1 1 1 3 1 1 3 2 3 1 1 2 1 3 1 1 1 3 1 1 3 1 3 2 1 1 3 3
## [6733] 3 1 1 2 1 3 1 3 3 2 2 3 3 2 3 2 1 1 1 2 3 3 3 3 3 3 1 3 3 1 1 3 3 1 1 1
## [6769] 1 3 1 1 2 1 1 3 3 3 3 1 2 3 3 3 2 3 3 1 1 2 3 3 2 1 3 3 3 1 3 2 3 3 3 2
## [6805] 3 3 3 1 3 3 1 3 3 1 1 1 3 1 1 3 1 3 1 3 1 1 2 1 3 3 1 2 1 1 3 1 3 1 1 3
## [6841] 3 1 3 2 3 3 1 3 3 3 3 3 3 1 1 3 1 1 3 3 3 3 3 3 1 1 3 2 1 3 1 3 3 3 2 1
## [6877] 1 3 2 3 1 3 3 1 3 2 1 2 3 3 1 1 3 1 3 1 3 1 1 3 3 1 1 1 3 1 3 1 1 1 1 1
## [6913] 3 2 2 3 3 1 3 2 1 1 1 1 3 3 3 1 3 1 2 3 2 3 3 3 1 1 3 1 2 3 1 3 3 2 1 1
## [6949] 3 3 1 3 2 1 2 3 2 3 3 3 2 3 3 1 2 1 1 1 1 3 3 1 1 2 2 3 1 3 3 1 3 3 3 3
## [6985] 3 1 3 1 1 3 3 2 3 3 1 1 3 2 3 1 2 3 3 1 3 1 2 1 3 3 1 3 2 3 2 3 1 1 1 1
## [7021] 3 3 1 3 1 3 3 3 3 1 2 3 3 1 3 1 3 3 3 2 3 1 1 3 2 1 1 3 1 3 3 3 3 1 3 2
## [7057] 3 1 3 3 2 1 3 2 3 2 3 1 3 3 1 1 3 1 1 1 1 3 2 3 2 2 1 3 1 3 1 3 3 2 3 3
## [7093] 1 1 3 3 1 3 1 3 3 1 2 3 1 3 3 3 3 1 1 2 1 3 3 3 1 3 1 2 2 3 2 3 3 2 1 1
## [7129] 3 3 3 3 3 3 2 3 3 3 3 3 2 3 1 1 3 3 2 1 3 1 2 1 2 3 1 1 3 2 2 1 1 3 2 3
## [7165] 3 3 3 1 3 1 3 1 3 3 1 1 1 2 3 1 1 3 1 2 3 3 2 3 1 3 3 3 3 3 1 3 1 1 1 1
## [7201] 1 3 3 1 3 1 3 2 3 3 3 3 3 3 1 3 3 1 3 1 3 3 3 3 1 1 3 2 1 1 1 1 3 3 1 1
## [7237] 3 1 2 1 2 3 2 3 2 3 3 1 1 3 1 3 3 1 3 3 1 1 3 3 1 3 2 1 3 3 3 1 1 2 3 3
## [7273] 3 3 3 2 3 3 1 1 1 3 2 1 2 3 1 3 1 3 1 2 3 1 2 1 1 3 1 3 3 1 1 3 1 1 3 1
## [7309] 1 1 3 3 2 3 1 1 3 1 3 3 3 1 1 2 3 1 1 3 1 1 1 3 3 1 3 3 1 3 1 2 2 3 3 1
## [7345] 1 1 3 3 1 1 2 1 3 1 1 3 3 3 3 3 3 1 2 1 1 3 1 3 1 3 1 3 1 2 3 3 3 2 1 3
## [7381] 3 3 2 3 1 2 1 1 3 2 3 1 1 1 3 3 3 3 1 2 1 1 3 3 2 3 1 3 1 3 2 1 3 3 1 1
## [7417] 3 2 2 3 1 1 3 1 2 2 2 2 3 3 1 1 1 1 3 3 1 3 1 3 2 1 1 1 3 3 3 3 3 1 2 3
## [7453] 3 1 1 3 1 3 2 3 2 3 3 3 1 3 2 1 3 2 1 3 3 3 1 3 3 3 1 1 2 3 3 1 1 1 1 3
## [7489] 3 1 3 3 1 3 1 1 2 3 3 3 3 3 3 3 3 3 1 3 3 1 1 3 1 3 1 1 1 3 1 1 1 1 3 1
## [7525] 1 3 3 1 1 3 1 3 1 1 3 3 3 2 3 2 1 3 3 3 1 1 1 3 1 3 3 2 3 1 1 3 1 3 3 1
## [7561] 1 3 3 3 1 3 2 3 1 1 1 1 1 3 3 3 3 1 3 2 2 3 3 2 1 1 3 1 2 2 1 3 1 3 1 1
## [7597] 3 3 2 3 1 2 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 3 3 2 1 3 1 3 3 3 1 1 2 1 3 3
## [7633] 1 1 3 3 3 3 1 3 3 2 3 3 2 3 3 3 1 3 3 3 1 3 1 1 1 3 2 3 2 3 1 1 3 1 1 2
## [7669] 1 1 1 1 3 3 2 3 3 3 3 1 1 1 3 3 1 2 1 1 3 3 2 1 3 1 3 3 1 1 3 1 3 3 1 1
## [7705] 2 3 3 1 1 1 1 1 3 1 3 1 3 3 1 2 3 3 3 3 3 1 1 3 1 1 1 3 3 3 1 3 1 1 3 1
## [7741] 1 2 3 2 3 2 2 2 2 2 3 1 3 3 3 2 1 3 3 2 3 1 3 3 3 2 2 3 3 1 1 2 2 3 3 3
## [7777] 1 3 1 2 3 3 3 3 1 1 1 2 2 1 3 2 3 1 2 3 3 2 2 3 3 1 1 3 3 1 1 3 1 3 2 1
## [7813] 3 3 3 3 3 1 1 3 1 2 3 1 1 1 1 3 1 3 3 3 1 1 3 3 2 3 3 1 3 3 3 1 1 3 3 3
## [7849] 3 3 1 2 3 1 2 3 2 3 2 3 3 3 3 1 3 1 1 3 3 2 1 1 3 3 1 3 3 1 1 3 1 2 3 3
## [7885] 3 1 3 2 3 1 1 3 3 3 1 1 3 1 3 3 3 1 1 3 1 3 3 3 3 3 3 1 2 1 1 1 2 3 3 1
## [7921] 3 3 3 3 2 1 1 1 2 3 2 2 3 1 3 1 1 3 1 3 1 3 3 1 1 3 1 1 1 3 2 2 1 3 1 1
## [7957] 1 3 1 3 1 3 3 3 2 2 3 3 2 3 1 3 3 1 1 3 2 3 3 3 2 3 1 3 1 3 2 2 1 1 3 1
## [7993] 1 3 3 1 3 1 3 3 3 1 3 1 3 1 2 3 3 3 1 3 1 3 2 3 1 1 2 3 2 3 3 1 3 1 1 3
## [8029] 1 3 1 3 2 3 3 2 3 3 3 2 1 1 1 3 3 3 3 3 1 1 2 2 1 1 3 3 2 3 1 1 3 3 3 1
## [8065] 3 2 3 2 1 3 3 2 3 1 1 3 1 2 3 3 1 3 2 1 3 3 3 3 3 3 3 2 2 1 1 3 3 1 3 1
## [8101] 3 3 1 1 2 3 1 1 1 1 3 2 3 1 3 3 3 1 1 3 3 3 3 1 3 2 3 2 3 1 1 1 3 3 3 1
## [8137] 2 3 1 1 3 3 2 2 1 1 1 3 3 1 3 3 1 2 3 3 1 3 3 1 1 1 2 3 3 1 2 3 3 3 3 2
## [8173] 1 3 2 3 3 1 3 3 3 3 1 3 3 1 3 1 2 1 3 3 2 2 1 3 2 3 3 1 3 2 3 2 1 3 1 1
## [8209] 1 3 1 1 3 2 1 1 3 1 2 3 1 1 3 3 3 1 1 3 1 3 3 3 1 3 2 3 1 3 2 3 1 3 1 2
## [8245] 1 3 1 2 2 3 3 2 3 1 2 3 3 3 3 3 1 1 3 1 3 1 1 3 2 3 1 3 1 1 1 3 1 1 2 3
## [8281] 2 1 3 3 3 3 1 3 3 1 1 1 2 3 2 3 1 1 1 1 1 3 3 1 3 3 2 3 3 3 2 3 3 3 3 1
## [8317] 1 1 3 1 3 1 1 2 1 1 1 3 1 2 3 3 1 1 1 3 1 1 1 2 1 3 3 2 3 3 2 3 1 3 3 3
## [8353] 3 3 1 2 3 1 3 2 1 3 3 3 2 3 3 1 1 2 2 1 2 1 3 3 3 1 1 3 3 3 3 3 1 3 1 3
## [8389] 1 3 3 1 1 3 2 3 1 1 1 1 3 3 1 3 1 3 1 1 1 3 1 3 3 1 3 2 1 3 2 2 3 3 3 3
## [8425] 3 1 3 3 1 1 1 1 3 3 3 1 1 2 1 1 3 2 3 3 1 3 2 3 2 3 2 3 3 3 1 2 1 1 3 3
## [8461] 2 2 3 3 2 3 1 3 1 3 3 3 2 2 2 3 3 3 1 1 1 1 1 3 3 3 3 3 1 3 1 2 1 3 1 1
## [8497] 3 1 3 3 3 1 3 1 1 3 3 1 3 1 1 3 1 3 1 3 3 2 2 3 1 3 3 2 3 1 3 3 1 1 3 1
## [8533] 1 3 1 3 2 1 3 3 2 1 3 3 1 1 2 3 3 2 2 1 1 3 3 1 2 3 3 1 1 3 2 3 1 1 1 1
## [8569] 2 1 1 3 1 3 3 1 3 2 3 3 3 3 1 3 1 2 2 3 3 3 2 1 1 1 3 1 1 1 1 2 3 1 1 1
## [8605] 2 2 3 1 3 1 1 1 2 1 3 1 1 3 3 2 3 2 3 2 1 1 1 1 1 3 1 3 2 1 3 3 1 1 3 3
## [8641] 1 3 3 2 1 2 3 3 2 1 1 1 1 1 3 3 1 2 2 1 2 3 1 3 1 3 3 3 1 1 1 3 3 1 1 3
## [8677] 3 1 1 1 3 1 3 1 3 2 3 3 1 1 1 3 1 1 1 3 1 3 1 3 3 3 3 3 1 1 3 3 3 1 3 1
## [8713] 3 3 1 1 3 3 3 3 3 3 1 3 3 1 2 3 3 3 3 3 3 3 1 1 3 1 1 3 3 1 2 3 3 3 3 2
## [8749] 1 1 2 2 1 3 3 1 2 1 1 3 3 3 1 2 1 2 3 3 3 3 3 1 2 2 1 3 3 3 3 3 1 2 3 3
## [8785] 1 1 1 3 3 3 1 3 1 2 1 2 3 3 3 1 1 2 1 3 3 3 3 3 3 3 1 1 2 3 1 3 1 1 3 1
## [8821] 1 1 1 1 3 3 3 3 1 3 3 3 2 3 3 1 3 3 3 3 1 3 3 3 1 1 1 3 3 3 1 1 1 2 1 2
## [8857] 3 2 3 1 2 1 3 3 3 2 1 3 2 3 1 3 3 2 3 3 1 1 3 3 1 1 1 2 3 3 3 2 3 1 1 3
## [8893] 3 1 2 3 1 2 3 2 2 2 3 3 3 3 3 3 1 1 3 3 2 3 1 1 2 3 3 3 1 2 1 2 2 1 3 1
## [8929] 2 3 2 3 3 3 3 1 1 3 2 1 1 2 3 1 1 1 1 3 1 3 2 2 2 1 3 1 3 2 3 1 2 1 3 1
## [8965] 1 3 3 1 1 1 2 3 2 3 1 3 3 1 3 1 1 2 3 3 1 3 3 1 1 3 1 2 1 2 1 3 1 3 1 1
## [9001] 2 3 2 3 3 2 1 2 3 3 3 3 2 3 1 1 3 3 2 3 3 3 3 1 2 3 3 3 3 1 1 2 3 3 2 1
## [9037] 3 3 3 3 3 3 3 1 3 3 3 2 1 2 3 3 1 2 3 2 1 1 3 2 3 1 3 3 1 2 1 1 3 3 2 1
## [9073] 3 3 3 3 3 2 1 1 3 1 3 1 2 1 3 3 1 3 3 1 1 3 1 3 3 1 1 1 3 1 1 3 1 3 2 1
## [9109] 3 1 3 3 2 2 3 3 2 3 2 1 1 2 1 3 3 1 3 3 1 3 1 3 3 3 1 3 3 1 1 3 1 3 1 3
## [9145] 3 3 3 1 2 1 3 3 1 3 3 1 2 1 3 1 3 3 3 3 2 3 2 3 3 2 3 1 1 1 1 3 1 3 3 1
## [9181] 1 3 1 3 3 1 3 2 3 1 1 3 2 1 1 1 3 1 1 3 3 1 1 1 3 3 1 2 1 1 3 1 1 2 3 3
## [9217] 1 3 3 1 3 3 2 1 3 3 2 3 3 1 3 1 3 3 3 3 3 1 3 1 1 3 3 3 2 3 3 2 1 3 3 3
## [9253] 1 1 1 3 3 1 3 1 2 3 1 3 3 1 1 1 3 3 1 3 3 1 1 3 3 3 3 3 3 2 3 3 3 2 3 3
## [9289] 3 3 3 3 3 1 3 3 3 3 3 3 1 2 3 1 3 1 2 1 3 2 3 3 3 3 3 2 3 1 3 1 3 3 2 3
## [9325] 3 2 1 1 3 1 2 1 3 3 1 1 2 1 3 1 1 3 3 3 3 1 1 1 1 2 3 3 3 2 3 1 3 2 3 3
## [9361] 1 3 3 3 2 3 1 1 3 3 3 2 3 2 3 3 3 3 2 1 3 1 3 2 3 2 3 1 1 1 2 1 1 3 3 2
## [9397] 3 1 3 1 2 1 3 3 1 1 2 3 3 1 3 2 3 1 3 3 1 3 1 3 2 1 2 1 2 2 3 1 2 3 1 3
## [9433] 3 2 3 3 1 1 1 1 3 1 3 1 3 1 3 3 1 2 1 3 1 3 1 2 3 1 3 1 3 3 3 3 3 3 3 3
## [9469] 1 3 1 1 3 3 1 3 1 3 1 3 3 2 2 2 3 3 3 2 3 2 3 2 2 2 3 1 1 2 3 1 3 3 1 3
## [9505] 3 3 2 2 2 1 3 3 2 1 2 3 3 3 3 3 2 2 3 3 3 3 3 3 1 2 3 3 2 1 1 1 3 3 2 2
## [9541] 3 1 1 3 3 3 3 2 3 3 1 2 3 3 3 1 3 3 3 3 3 3 1 1 3 3 1 3 3 3 2 3 2 3 2 1
## [9577] 1 3 1 1 1 2 1 3 3 3 1 1 1 1 3 3 3 1 3 3 3 3 1 3 1 1 3 1 3 1 3 3 3 3 3 1
## [9613] 1 3 3 3 3 3 1 1 3 3 3 3 2 1 3 2 1 3 1 1 3 1 3 3 3 2 1 2 1 1 3 2 2 3 3 1
## [9649] 3 3 2 3 3 3 1 3 2 1 1 2 3 3 3 3 2 1 2 3 3 3 3 2 3 1 2 2 3 3 3 2 3 3 3 3
## [9685] 1 1 3 1 3 3 1 1 3 3 3 3 1 2 3 3 3 1 3 1 3 2 1 3 1 1 1 2 1 3 3 1 1 2 1 2
## [9721] 2 3 3 1 3 3 3 1 3 2 3 3 3 3 2 3 1 2 3 1 3 3 2 3 3 3 3 3 3 1 2 1 1 2 1 1
## [9757] 1 3 3 3 3 3 3 3 3 3 1 1 3 2 2 3 3 1 1 2 3 2 1 3 3 1 3 3 1 3 3 3 1 3 3 3
## [9793] 1 3 3 3 2 2 1 1 3 1 1 3 1 3 1 3 3 1 3 1 1 1 2 1 2 1 3 3 3 3 1 3 3 3 3 2
## [9829] 1 1 1 3 3 1 1 1 3 1 1 1 3 3 1 1 3 1 2 3 3 1 1 3 3 2 2 3 2 1 3 3 1 3 1 1
## [9865] 3 3 1 1 3 1 3 3 1 3 3 2 3 3 1 3 1 1 3 2 3 1 3 3 3 3 1 3 1 3 2 1 1 2 1 3
## [9901] 3 3 3 3 1 1 3 3 1 3 1 3 1 3 3 1 3 1 3 2 3 3 1 1 1 3 1 2 3 1 3 1 3 3 3 1
## [9937] 3 3 3 1 3 3 2 3 1 1 1 1 2 3 3 2 2 3 3 2 3 3 3 1 2 2 1 1 2 1 1 1 1 3 3 2
## [9973] 3 1 1 3 3 3 1 1 2 3 2 3 2 3 1 3 3 2 1 2 1 3 2 3 3 3 3 3 1 2 1 3 1 1 1 3
## [10009] 1 3 2 3 3 3 1 1 3 1 3 1 3 3 1 2 1 3 2 2 3 3 1 3 3 1 1 1 1 3 1 3 2 2 2 1
## [10045] 3 3 3 3 3 3 1 3 3 2 3 1 3 3 3 3 3 1 1 3 1 1 1 3 3 1 1 1 2 3 3 1 1 1 3 1
## [10081] 3 3 1 1 3 3 2 1 3 3 1 3 3 3 2 1 3 1 1 1 1 1 1 3 3 3 3 3 3 3 1 3 3 3 1 1
## [10117] 3 3 1 2 1 3 1 1 1 1 2 1 2 3 3 2 1 3 2 1 2 3 3 2 1 2 3 1 3 1 3 3 3 1 1 3
## [10153] 1 1 2 1 1 3 1 3 3 1 3 3 3 3 1 3 3 1 3 3 1 3 1 3 1 1 3 3 1 1 3 3 1 2 1 3
## [10189] 3 2 3 1 3 1 2 3 3 3 1 3 1 1 3 3 3 1 1 2 3 1 3 1 3 1 2 3 1 1 1 3 3 3 3 3
## [10225] 3 1 1 1 3 2 3 3 1 3 1 3 3 3 3 3 3 3 2 3 3 3 3 3 3 3 1 1 3 1 2 3 3 3 3 2
## [10261] 3 1 1 2 3 1 1 1 2 3 3 3 3 1 2 3 1 3 3 3 3 1 1 3 2 1 1 1 3 3 1 1 2 1 1 1
## [10297] 3 3 3 2 3 2 1 2 1 3 1 3 3 3 1 2 3 3 1 1 2 3 1 3 1 3 3 1 3 1 2 2 2 2 1 1
## [10333] 2 3 1 3 1 3 3 3 2 1 3 3 3 3 3 3 1 3 2 1 1 3 1 1 3 3 3 1 1 1 1 1 1 2 1 1
## [10369] 3 1 1 1 2 3 1 3 3 1 1 1 3 1 3 1 3 3 3 1 3 2 1 2 1 2 3 1 1 1 3 1 3 2 1 3
## [10405] 3 1 1 3 1 1 2 1 1 3 3 1 3 2 1 3 3 3 3 3 3 1 3 1 2 3 3 3 3 2 1 3 1 1 3 3
## [10441] 3 2 1 3 1 3 2 1 3 3 3 1 1 3 3 1 1 1 3 3 1 3 1 3 3 1 3 3 2 3 3 3 3 1 1 1
## [10477] 3 3 2 1 3 3 1 1 3 2 1 3 1 1 1 1 1 1 2 3 1 1 2 2 3 3 1 2 3 3 2 2 1 2 3 1
## [10513] 1 1 3 3 1 2 3 3 3 2 1 3 1 2 1 3 3 2 2 3 1 1 3 2 1 1 3 3 1 1 2 1 3 3 2 3
## [10549] 3 1 3 3 3 3 2 3 3 1 3 1 2 1 3 2 3 1 3 1 1 2 1 3 3 3 2 3 1 1 1 2 1 1 3 3
## [10585] 3 1 1 1 1 1 3 2 3 2 3 2 2 1 3 3 3 3 1 2 3 1 3 3 1 3 2 1 3 3 2 1 2 1 3 1
## [10621] 1 3 3 3 3 1 1 1 2 3 3 1 3 3 1 3 3 2 3 3 1 3 3 2 1 3 3 3 1 3 3 1 3 1 3 3
## [10657] 1 1 3 1 3 3 3 3 2 3 3 3 3 1 3 2 3 2 1 1 3 1 3 1 1 2 3 3 1 1 2 3 1 3 3 3
## [10693] 2 3 3 1 2 1 2 3 1 1 3 3 3 3 2 1 3 3 3 1 3 1 3 3 2 3 3 3 1 1 1 3 3 2 3 1
## [10729] 3 3 3 1 3 3 3 1 3 3 1 2 1 3 3 3 3 1 2 3 1 3 2 3 2 2 1 3 3 1 3 2 3 2 2 2
## [10765] 1 3 3 3 1 2 1 3 3 3 1 1 3 2 1 3 3 3 1 3 3 1 3 3 1 3 2 3 3 3 3 1 1 3 1 3
## [10801] 3 1 3 2 1 1 1 3 1 3 3 1 3 1 2 3 3 3 3 1 3 1 3 1 1 3 1 1 3 1 3 3 1 3 2 1
## [10837] 2 1 1 1 1 3 3 1 2 3 1 3 3 3 2 1 3 3 3 3 3 3 2 3 3 2 1 3 2 1 3 1 3 1 3 1
## [10873] 1 1 3 2 3 1 3 2 1 3 3 1 1 1 2 1 3 3 2 1 3 3 3 3 2 2 3 3 1 3 1 1 1 1 3 1
## [10909] 2 3 1 1 1 1 3 1 1 1 3 1 3 1 2 2 1 3 3 3 1 3 1 1 1 3 3 2 3 2 3 1 1 1 1 3
## [10945] 1 3 3 3 3 2 3 3 2 1 3 3 1 3 2 3 3 3 1 3 3 3 1 1 1 3 3 1 3 2 2 1 1 3 3 3
## [10981] 1 3 1 2 1 1 3 1 3 1 1 3 3 3 1 3 3 1 2 3 3 3 1 3 1 2 3 1 3 2 3 2 3 1 3 3
## [11017] 2 1 1 3 1 1 3 3 3 1 3 1 3 1 1 3 3 1 3 1 3 2 3 3 1 2 1 3 1 3 3 2 3 3 1 1
## [11053] 3 3 3 3 3 2 3 1 3 1 3 1 3 3 3 1 1 2 3 1 1 3 1 1 3 3 1 1 1 3 1 3 1 1 1 1
## [11089] 1 3 1 1 1 1 2 1 2 3 1 1 2 1 3 1 2 3 1 2 1 3 1 3 3 1 3 3 1 3 3 3 1 3 3 2
## [11125] 2 1 3 3 3 1 3 3 3 3 1 3 1 2 1 3 3 1 1 1 3 1 3 3 1 2 3 1 1 1 1 1 3 3 3 3
## [11161] 1 1 1 1 3 1 3 3 3 1 3 1 3 1 2 1 1 2 2 3 3 3 3 2 1 1 3 2 3 1 2 2 3 1 1 3
## [11197] 1 3 3 3 3 3 3 3 3 3 3 3 1 3 1 3 3 1 3 3 1 1 2 1 3 1 1 2 3 1 2 1 3 3 1 3
## [11233] 2 1 3 1 1 3 1 1 3 1 1 1 3 1 3 3 1 3 2 3 2 3 3 3 1 2 1 3 3 1 1 3 1 1 3 3
## [11269] 1 3 3 1 1 1 3 1 2 1 1 2 3 1 1 1 2 3 1 3 3 1 1 2 3 3 2 2 3 3 1 3 1 1 1 2
## [11305] 3 1 1 3 1 1 1 3 3 1 3 3 1 3 3 1 1 1 3 3 1 1 3 3 3 3 3 3 1 1 1 3 3 1 1 1
## [11341] 1 1 3 3 3 3 2 3 1 1 3 1 3 2 2 3 1 1 1 1 3 3 2 3 1 3 1 1 2 2 1 3 1 1 2 3
## [11377] 3 3 3 3 3 3 3 2 1 3 1 3 3 1 2 1 2 1 3 3 1 3 2 3 3 1 1 3 1 3 3 1 3 3 2 3
## [11413] 2 3 3 2 2 3 3 1 3 3 3 1 3 3 1 2 3 3 2 3 2 3 1 3 3 1 1 1 3 1 1 3 3 3 1 1
## [11449] 3 3 2 1 3 1 3 3 1 3 1 3 2 2 1 1 1 1 3 1 3 3 1 2 3 3 3 1 1 1 2 1 1 2 1 1
## [11485] 1 2 1 2 1 1 1 3 3 3 2 1 1 3 3 1 3 1 3 3 3 3 1 2 1 1 1 3 3 2 1 3 3 3 3 3
## [11521] 3 2 1 1 1 2 3 3 3 3 1 2 2 3 1 3 3 3 1 3 3 3 1 1 3 3 1 3 3 2 1 1 3 3 2 1
## [11557] 3 3 1 3 3 3 3 1 1 1 3 3 3 2 3 3 3 1 2 1 3 3 3 2 1 3 1 3 2 3 1 1 1 2 1 3
## [11593] 1 1 1 2 2 2 3 3 2 3 3 1 3 3 1 2 1 3 2 1 3 3 3 2 3 2 2 3 1 3 1 3 2 3 3 3
## [11629] 1 1 1 1 3 1 1 3 3 3 3 3 2 3 1 3 3 3 1 3 1 1 3 1 2 3 1 3 3 1 2 1 1 1 1 2
## [11665] 2 1 2 3 3 2 1 1 3 1 1 3 1 1 3 2 1 1 1 1 2 1 3 1 3 2 3 2 1 1 3 1 3 1 1 3
## [11701] 3 3 3 3 3 3 1 1 3 2 2 1 3 1 1 3 3 3 3 3 3 1 1 3 3 1 1 2 1 1 1 1 3 3 2 1
## [11737] 3 2 1 3 2 3 3 3 1 3 3 3 1 1 3 2 2 3 3 2 1 1 3 3 1 1 3 1 3 3 1 2 2 1 3 3
## [11773] 1 3 3 3 3 3 3 1 3 1 1 2 2 3 1 3 3 3 1 3 3 3 3 1 1 3 1 2 3 2 3 2 1 3 3 1
## [11809] 3 1 3 1 1 3 1 1 3 3 2 1 3 3 3 1 3 2 2 3 1 3 1 3 2 2 1 1 1 3 2 3 1 3 3 1
## [11845] 1 2 3 3 1 2 3 3 3 3 1 1 1 3 1 1 1 2 2 1 3 1 2 2 3 1 3 1 2 3 1 3 2 1 3 1
## [11881] 3 3 2 1 1 3 1 3 2 1 3 3 1 3 1 3 3 3 3 2 1 1 3 3 2 1 2 2 3 3 1 3 3 3 3 1
## [11917] 3 3 1 1 3 2 2 1 1 1 3 3 3 3 3 1 3 2 3 3 1 3 3 1 1 3 3 1 1 1 2 3 3 3 1 1
## [11953] 1 1 3 2 3 2 1 2 1 3 3 3 3 1 1 1 3 3 3 1 3 3 2 2 1 1 3 1 1 1 3 3 1 3 1 3
## [11989] 3 2 3 2 1 3 3 3 2 2 1 3 1 3 1 1 2 3 2 3 1 1 2 3 1 1 3 2 3 1 2 3 3 2 2 1
## [12025] 3 1 1 3 3 3 1 1 2 1 3 3 2 1 1 3 3 3 3 2 1 3 2 1 3 1 3 3 1 3 1 2 3 1 3 1
## [12061] 3 1 3 1 1 1 1 3 1 3 3 3 3 3 1 3 1 3 1 3 3 1 3 3 3 1 1 3 3 3 1 1 3 3 3 2
## [12097] 3 1 2 3 3 1 3 3 3 3 1 3 3 3 1 3 3 1 3 3 3 1 1 3 3 3 3 1 3 3 1 2 1 3 3 3
## [12133] 3 3 3 3 1 3 1 1 2 3 3 3 1 1 1 1 1 3 2 2 1 3 3 3 1 1 3 1 1 1 1 1 3 2 3 3
## [12169] 3 1 3 2 3 3 3 3 1 3 3 3 2 3 1 3 2 2 3 2 3 3 1 1 3 3 3 3 1 3 1 3 1 3 3 3
## [12205] 3 2 3 3 3 1 1 2 3 2 3 1 3 3 1 3 2 2 1 3 1 1 1 2 1 3 1 3 3 1 3 1 3 1 3 1
## [12241] 2 1 1 1 2 1 1 1 3 1 1 1 1 2 3 1 3 3 1 3 3 1 1 3 1 3 3 3 1 1 2 2 3 3 3 1
## [12277] 2 2 1 3 2 1 3 3 1 1 2 1 3 2 3 1 3 2 3 2 1 2 1 3 1 1 3 3 1 2 1 2 2 3 2 2
## [12313] 1 1 3 1 3 3 2 3 3 3 1 2 3 3 2 3 2 1 1 1 3 3 3 1 3 1 3 3 1 1 2 1 1 3 1 3
## [12349] 3 3 3 2 2 1 3 3 1 1 1 3 1 1 3 1 3 3 3 3 3 1 1 3 3 3 1 3 1 1 3 3 1 1 1 3
## [12385] 3 3 1 1 3 1 1 3 1 1 3 2 3 1 1 3 1 2 2 3 1 3 1 1 3 3 2 3 3 1 3 3 1 1 3 1
## [12421] 3 3 1 1 3 3 3 3 1 3 2 3 3 3 1 3 2 1 1 3 3 1 2 3 3 1 1 3 2 2 3 3 3 2 1 3
## [12457] 3 1 2 1 3 3 1 3 2 3 1 3 3 1 3 3 3 1 1 3 1 1 3 1 2 3 1 3 2 3 3 1 3 1 2 3
## [12493] 1 3 1 3 3 2 3 2 3 3 1 3 3 2 1 1 3 1 3 1 3 2 3 1 3 3 3 1 2 3 3 3 1 3 1 3
## [12529] 1 3 2 1 3 3 3 3 1 1 2 3 3 3 1 3 1 3 3 1 3 3 1 3 3 3 2 3 3 3 3 1 3 1 1 3
## [12565] 3 2 3 3 1 1 1 2 1 3 1 3 3 1 3 2 2 3 3 1 1 1 3 2 3 3 1 3 3 3 3 3 3 1 1 1
## [12601] 3 1 1 3 1 1 1 3 1 3 1 3 3 2 1 3 1 2 1 3 3 1 3 3 1 3 3 3 1 3 3 3 3 2 3 1
## [12637] 3 3 1 3 1 1 3 1 2 3 3 3 3 1 3 3 1 3 3 2 3 1 2 3 3 3 3 3 3 1 1 1 2 2 2 1
## [12673] 1 1 3 3 1 2 3 3 3 1 2 3 2 2 3 1 1 1 1 1 1 3 3 3 1 3 3 1 1 3 1 3 1 1 3 1
## [12709] 3 3 3 3 3 1 3 3 3 1 3 1 1 1 3 1 3 3 3 2 2 2 3 3 1 3 3 2 1 1 1 3 2 1 1 2
## [12745] 2 3 3 1 3 3 1 3 1 1 1 1 1 3 1 2 1 3 3 1 2 3 3 2 1 1 1 1 3 2 3 3 2 3 3 2
## [12781] 1 3 1 2 3 1 1 1 1 3 2 1 3 2 1 3 1 1 1 1 1 3 1 2 3 1 3 1 2 1 3 1 1 3 2 1
## [12817] 3 3 1 1 3 1 3 1 3 3 3 1 1 1 3 1 3 2 3 3 2 3 2 3 1 1 3 3 1 3 2 3 3 3 1 2
## [12853] 3 3 2 2 3 3 1 3 3 2 1 1 2 3 1 1 3 2 2 3 2 1 1 3 3 1 3 3 3 1 1 3 3 3 3 2
## [12889] 1 1 3 3 3 3 3 3 3 3 1 2 1 3 3 2 1 3 1 1 1 3 1 1 1 3 3 3 1 1 3 3 1 3 3 3
## [12925] 2 3 3 1 3 2 1 3 3 1 1 3 3 2 3 1 1 1 3 2 3 2 3 2 3 1 3 1 1 1 2 3 3 2 2 3
## [12961] 2 3 3 3 3 3 2 1 3 1 3 3 1 3 1 1 3 1 1 1 3 1 3 1 3 1 1 1 1 3 1 1 2 3 2 3
## [12997] 1 2 3 1 2 1 1 1 1 1 3 3 3 2 2 1 3 3 1 1 2 3 1 3 1 3 2 3 1 3 3 3 3 3 3 3
## [13033] 3 1 3 1 3 3 2 1 3 1 1 3 2 3 3 2 3 3 2 3 3 2 2 1 3 1 3 2 1 3 3 3 1 1 2 3
## [13069] 3 1 3 2 1 2 3 3 2 1 3 3 3 3 3 1 3 1 3 3 3 3 3 3 3 1 3 3 3 2 1 3 3 1 3 2
## [13105] 1 1 1 3 1 3 1 1 2 3 1 3 1 3 3 2 1 3 1 1 1 3 3 2 2 3 3 3 3 3 3 3 3 3 1 2
## [13141] 2 1 3 1 3 3 3 1 1 2 3 3 3 1 1 1 3 1 3 3 3 3 3 1 1 3 3 2 3 3 1 3 3 1 1 3
## [13177] 2 1 3 3 3 2 1 3 1 1 3 1 1 3 3 1 3 3 1 2 3 2 3 1 2 2 2 1 1 1 3 2 3 3 3 3
## [13213] 3 3 2 1 3 3 2 3 3 3 3 2 2 3 3 1 1 3 1 2 1 3 3 3 3 3 3 3 3 3 3 3 2 3 3 2
## [13249] 3 3 3 2 1 3 3 2 3 3 1 1 3 2 1 2 1 3 3 3 1 1 3 3 3 1 3 1 3 3 1 2 3 1 3 2
## [13285] 3 2 1 1 1 3 1 3 3 1 1 1 1 1 3 3 3 2 3 1 1 3 1 1 1 1 1 3 1 1 1 1 1 1 2 3
## [13321] 2 3 1 3 3 2 3 1 3 3 3 2 3 1 1 1 3 3 3 1 3 1 1 3 3 2 1 1 2 1 1 2 3 3 3 3
## [13357] 2 1 3 3 3 1 1 2 2 1 1 1 1 2 1 2 1 1 1 1 3 3 1 3 1 3 1 3 3 3 1 3 3 1 3 1
## [13393] 1 3 3 3 3 3 1 3 1 3 3 3 3 1 3 1 3 3 1 2 3 3 1 3 3 1 3 1 3 3 1 3 1 1 3 3
## [13429] 3 2 1 3 1 1 1 1 2 1 3 3 1 3 2 3 3 2 2 1 3 1 3 1 3 3 1 3 3 3 3 1 3 2 3 2
## [13465] 1 3 3 3 3 3 1 3 1 3 3 3 1 1 3 3 2 1 2 3 1 1 1 3 3 3 3 1 3 1 3 3 2 3 3 3
## [13501] 1 1 1 3 3 1 1 3 3 1 1 3 1 3 1 1 1 3 3 1 1 3 3 3 3 1 3 1 2 1 1 1 1 3 1 3
## [13537] 3 1 3 1 1 1 2 1 1 1 3 1 3 1 3 3 3 1 3 1 3 2 1 1 3 3 3 3 1 3 2 3 3 3 3 2
## [13573] 3 3 1 3 1 2 1 3 2 3 1 1 2 3 3 1 2 3 3 2 3 1 1 1 1 3 2 3 1 3 1 3 1 3 3 2
## [13609] 3 3 1 3 2 3 1 1 3 3 1 1 1 1 3 1 1 1 1 1 3 1 1 1 3 3 1 3 1 3 2 3 3 1 3 3
## [13645] 1 1 1 1 3 2 1 1 1 3 1 3 1 1 2 3 3 3 1 1 3 3 1 3 1 2 3 1 3 1 2 3 3 3 1 3
## [13681] 2 1 1 1 1 3 2 3 3 1 3 3 3 3 3 1 1 3 1 3 3 3 2 3 2 2 3 1 1 1 3 3 3 3 2 3
## [13717] 3 1 3 1 2 3 3 3 1 3 3 2 3 3 1 3 2 3 3 1 3 2 3 3 1 3 1 1 1 2 1 1 1 1 1 3
## [13753] 3 1 1 1 1 3 2 1 3 1 3 1 2 3 2 3 1 1 3 1 1 1 1 1 1 2 1 1 2 1 2 2 2 3 3 1
## [13789] 3 3 3 1 3 1 2 1 3 3 1 2 3 3 1 3 1 1 1 1 3 3 1 3 3 1 1 3 1 1 2 1 1 1 3 1
## [13825] 1 3 2 1 3 1 1 1 3 3 1 3 3 2 1 3 1 1 2 1 3 1 1 1 1 1 3 1 3 1 1 3 3 2 1 2
## [13861] 1 3 1 3 3 3 3 3 3 3 1 3 3 1 2 1 1 3 3 3 1 3 3 3 1 1 3 1 1 3 1 3 3 1 3 3
## [13897] 3 1 2 3 1 3 2 3 3 3 3 3 1 3 3 3 2 3 1 3 2 3 3 1 1 3 3 1 3 1 1 1 3 3 3 3
## [13933] 3 3 2 3 1 1 3 2 3 2 1 1 1 3 1 2 2 2 1 3 2 3 3 1 1 1 3 2 3 3 1 3 3 3 3 3
## [13969] 3 2 2 2 2 1 3 3 3 1 1 3 3 1 1 1 2 1 3 3 3 1 1 1 1 1 1 1 3 3 3 3 1 3 3 1
## [14005] 2 3 1 1 1 1 2 3 3 2 1 3 1 3 3 3 3 3 1 1 3 3 3 3 1 3 3 1 1 3 3 3 1 1 3 3
## [14041] 3 3 3 1 2 3 2 3 1 3 1 3 1 1 3 3 2 1 3 1 2 3 3 3 1 3 2 3 3 2 3 3 3 3 3 1
## [14077] 3 3 1 3 1 3 2 1 1 1 3 3 1 1 1 3 3 3 1 3 2 1 3 3 3 2 1 1 3 1 3 3 3 1 3 2
## [14113] 3 1 1 3 1 2 1 2 1 3 1 3 2 3 1 1 1 1 3 3 1 1 1 1 2 3 3 3 1 3 3 3 2 1 3 3
## [14149] 2 2 3 3 3 1 3 2 2 3 3 3 3 3 2 1 1 1 3 3 3 3 2 2 3 2 1 1 3 3 2 3 1 3 3 1
## [14185] 3 3 3 3 2 1 3 3 1 3 2 1 3 2 2 2 1 1 3 3 3 1 1 3 1 3 1 3 2 2 3 1 1 3 3 1
## [14221] 1 3 3 2 3 2 1 3 2 3 2 3 1 3 3 3 3 3 1 3 2 3 3 1 1 3 1 1 3 1 3 3 3 1 3 3
## [14257] 1 1 1 1 3 3 3 3 2 1 1 1 2 3 1 3 1 1 1 2 2 1 3 3 3 3 1 2 1 3 1 3 1 1 3 3
## [14293] 1 1 3 1 2 3 1 1 3 3 3 3 1 2 2 1 3 1 3 3 2 3 3 3 3 3 2 3 1 1 1 3 3 3 3 1
## [14329] 1 3 2 2 3 2 3 3 1 3 2 3 3 3 3 3 3 2 1 1 2 1 1 3 1 3 3 3 3 3 3 3 1 1 3 3
## [14365] 3 3 3 3 2 2 1 3 3 1 3 1 2 1 2 1 1 3 3 2 1 2 1 1 1 3 1 1 3 1 3 1 2 3 1 3
## [14401] 3 1 1 3 3 2 2 1 3 3 1 3 3 3 3 3 1 3 1 3 3 3 3 3 3 2 1 3 1 1 2 3 3 1 1 1
## [14437] 2 2 1 3 1 1 3 3 3 3 1 3 1 3 1 3 1 2 3 2 1 1 3 2 1 1 3 3 2 3 3 3 3 3 1 3
## [14473] 3 1 1 1 3 1 3 3 2 3 3 2 3 3 3 1 3 3 1 3 3 1 1 3 1 1 1 3 3 3 1 2 1 3 3 1
## [14509] 1 3 1 3 1 3 2 1 1 3 2 3 3 3 2 3 3 1 3 1 2 1 1 3 2 1 3 1 1 1 3 2 3 3 2 1
## [14545] 3 3 2 1 1 3 1 3 3 3 3 1 1 1 1 3 1 3 3 1 3 3 3 2 1 2 2 1 3 1 1 3 3 3 1 2
## [14581] 1 3 3 3 3 1 1 1 3 2 3 2 1 3 2 3 3 3 3 1 2 2 2 3 3 2 3 3 3 2 1 3 1 1 3 2
## [14617] 3 3 1 3 2 1 3 3 3 1 2 1 2 3 1 1 1 3 3 3 3 3 2 3 3 2 3 1 2 2 3 3 2 3 1 3
## [14653] 3 3 2 2 3 2 3 2 3 3 1 1 2 1 1 3 2 1 3 3 3 3 1 1 3 3 3 2 1 2 3 1 3 3 2 1
## [14689] 1 2 3 1 1 3 2 2 2 3 1 2 2 3 1 2 3 3 3 2 3 3 1 2 3 3 1 3 2 1 3 2 3 3 1 2
## [14725] 2 2 2 3 1 1 1 1 1 1 3 3 2 1 1 1 3 1 3 3 3 1 2 1 3 3 1 1 1 1 1 3 2 1 3 1
## [14761] 3 3 3 3 3 3 2 1 2 1 1 1 1 3 3 1 3 3 3 1 3 3 1 3 1 3 1 1 1 3 1 3 3 1 1 1
## [14797] 3 3 3 3 3 2 1 3 2 1 2 2 2 3 1 3 1 3 2 3 3 3 1 3 3 3 3 3 1 1 1 3 1 1 3 1
## [14833] 1 2 3 1 3 2 3 3 2 1 3 3 3 3 1 1 1 2 3 1 1 2 1 3 2 2 1 3 3 1 2 3 2 1 1 1
## [14869] 3 1 2 3 3 1 3 3 1 3 2 2 1 1 2 3 1 1 3 3 3 1 1 3 3 2 1 3 1 3 3 1 2 3 2 3
## [14905] 3 1 1 1 3 3 1 1 1 1 1 1 3 1 1 2 3 3 2 3 1 3 3 3 3 1 1 1 1 3 3 3 3 1 1 3
## [14941] 1 1 3 1 1 3 3 1 3 3 1 1 3 1 3 2 3 2 1 3 2 3 3 2 1 1 1 3 2 3 1 1 1 1 1 1
## [14977] 3 1 3 1 3 3 3 1 3 3 3 2 1 1 3 1 3 3 3 1 2 1 3 1 3 3 2 3 1 3 3 3 3 3 1 2
## [15013] 2 3 2 1 3 1 1 3 1 3 3 1 3 3 1 2 1 2 3 1 1 1 3 1 1 1 3 3 2 2 3 1 3 1 3 3
## [15049] 2 3 3 1 2 2 2 3 3 2 1 3 1 1 3 3 2 3 3 3 1 3 3 1 1 3 3 3 3 1 2 3 2 1 1 1
## [15085] 3 3 2 3 3 3 2 1 2 3 3 2 3 2 1 3 1 3 2 1 1 1 3 1 1 3 1 3 3 1 1 3 1 1 1 1
## [15121] 3 3 3 3 1 2 3 3 1 3 1 2 1 2 3 1 3 2 2 3 3 1 2 3 3 3 3 1 3 3 3 3 1 3 1 3
## [15157] 1 2 3 3 1 2 1 2 2 1 1 2 3 3 1 3 1 1 3 2 3 1 1 2 1 1 1 3 1 1 1 3 1 1 1 3
## [15193] 2 3 1 3 3 1 3 3 3 3 2 3 3 2 3 3 3 1 1 3 3 3 1 1 1 1 3 1 2 1 3 2 2 3 1 3
## [15229] 1 2 3 1 2 1 1 1 3 3 2 1 1 3 1 1 1 1 2 3 3 1 1 1 1 3 1 3 3 3 1 1 2 2 3 1
## [15265] 3 3 1 3 1 3 3 2 3 2 1 3 1 1 3 3 3 1 1 2 3 3 3 3 3 3 1 2 3 1 3 2 1 3 3 3
## [15301] 3 1 3 1 2 3 1 3 3 1 3 1 3 1 2 3 3 3 3 1 1 3 3 3 2 3 3 2 3 3 1 3 3 3 1 1
## [15337] 3 3 1 3 3 3 2 3 3 1 3 1 1 1 3 3 3 1 2 2 3 3 1 3 3 3 1 3 2 1 3 3 3 1 3 3
## [15373] 1 1 1 3 1 2 1 1 2 3 1 3 1 3 1 2 1 3 1 1 1 2 3 3 3 2 1 3 2 3 2 3 1 3 3 3
## [15409] 2 3 1 1 3 3 3 2 1 1 2 1 3 1 3 3 2 3 3 1 1 1 1 2 1 3 3 3 2 1 2 2 1 3 1 3
## [15445] 2 1 3 2 3 3 1 3 1 3 3 1 3 3 3 3 3 1 1 3 3 1 1 2 2 1 3 1 2 2 3 1 1 3 3 3
## [15481] 3 1 3 2 1 1 3 1 3 3 1 1 1 3 1 3 3 2 1 3 3 3 3 3 1 3 1 3 3 3 3 1 2 2 1 3
## [15517] 3 2 3 2 1 2 1 1 3 3 2 3 1 2 1 1 1 2 3 3 1 1 3 3 3 3 1 3 1 3 3 1 1 3 1 3
## [15553] 3 3 1 1 3 1 3 3 3 1 1 3 3 3 3 1 3 3 2 1 1 1 3 1 3 3 1 2 1 3 2 1 1 2 1 3
## [15589] 1 3 2 1 3 1 1 3 3 2 3 1 3 1 1 1 3 1 3 3 3 1 3 3 1 3 3 1 2 3 2 3 3 3 3 3
## [15625] 1 3 2 1 1 1 3 2 1 1 3 1 3 3 3 3 3 1 3 1 1 3 3 3 3 3 1 3 3 3 1 3 2 1 3 1
## [15661] 2 2 1 3 1 1 3 3 2 3 1 3 1 2 3 3 3 1 2 3 3 3 1 3 1 3 1 3 3 2 1 1 1 3 3 1
## [15697] 1 3 2 2 3 1 3 2 1 3 3 1 2 1 3 3 3 3 2 1 1 2 2 3 2 3 3 3 1 3 1 3 1 2 3 2
## [15733] 3 3 2 3 1 3 3 3 3 3 3 1 2 1 3 3 3 3 2 3 1 1 1 1 3 1 3 1 1 2 1 1 2 3 2 3
## [15769] 1 3 3 2 3 3 1 3 1 3 3 3 1 1 3 3 1 3 1 1 3 1 3 1 2 1 3 3 1 2 1 3 3 3 3 1
## [15805] 3 1 1 1 1 3 3 3 3 3 3 3 1 1 1 3 2 3 3 3 3 3 1 2 3 2 1 3 1 1 3 2 1 1 1 1
## [15841] 1 1 1 3 1 2 1 3 1 3 1 3 3 3 1 1 2 1 2 3 3 1 1 1 3 3 3 3 2 1 2 1 3 1 1 3
## [15877] 3 2 3 2 3 3 3 3 2 3 1 1 1 3 1 3 3 3 3 3 1 1 3 2 3 2 3 3 1 1 3 3 1 3 1 3
## [15913] 3 1 1 2 3 3 2 3 3 1 1 1 1 1 2 3 2 3 3 3 1 3 2 3 3 3 3 1 2 2 1 3 3 3 3 2
## [15949] 1 2 2 3 3 3 3 1 3 1 3 3 3 3 3 1 3 3 2 3 2 2 1 1 3 3 1 3 3 1 1 1 1 2 1 3
## [15985] 2 1 3 2 3 3 1 1 3 1 2 1 3 1 1 3 1 3 1 3 1 1 3 2 3 1 1 3 2 3 1 3 1 1 2 3
## [16021] 1 3 3 1 3 1 3 2 1 3 1 1 2 3 3 3 1 2 3 3 3 3 1 3 1 1 1 3 1 3 1 1 3 1 3 3
## [16057] 3 1 3 3 3 1 3 3 2 1 1 3 1 3 2 1 3 3 3 3 1 3 3 1 1 1 2 3 1 1 3 3 1 3 3 3
## [16093] 1 3 1 1 1 1 1 1 3 2 2 2 3 3 3 3 1 2 3 3 3 3 3 2 3 3 1 2 3 2 2 3 1 1 2 3
## [16129] 3 3 1 1 1 3 2 3 3 3 3 2 2 3 3 2 1 3 3 2 3 3 1 1 3 3 3 3 1 2 3 1 3 3 3 2
## [16165] 3 3 2 3 1 2 1 1 2 3 1 1 3 3 3 3 3 2 1 3 3 2 3 2 3 3 1 3 2 1 3 2 3 3 1 1
## [16201] 2 3 3 3 3 3 1 3 3 3 2 3 3 1 1 1 2 1 3 1 1 3 3 3 2 2 2 3 1 3 2 3 3 1 3 2
## [16237] 2 3 3 3 1 3 2 3 1 2 2 3 3 1 3 3 3 1 1 2 2 3 3 3 1 3 3 1 1 3 3 3 2 1 1 1
## [16273] 1 1 1 3 1 1 3 2 3 3 2 3 3 1 1 3 3 3 1 3 1 1 1 3 3 1 2 3 3 3 1 1 3 1 3 3
## [16309] 1 1 1 3 3 3 3 3 3 2 2 3 1 3 1 3 2 3 1 3 1 3 1 1 1 2 3 1 1 3 3 3 3 2 1 3
## [16345] 1 3 2 1 1 3 1 2 1 1 2 3 1 1 3 1 1 3 1 1 3 3 3 1 1 1 2 3 3 1 2 3 3 3 2 3
## [16381] 1 1 3 2 1 1 1 3 1 3 3 2 3 1 2 2 3 2 1 3 3 3 1 1 3 1 1 1 3 1 1 3 3 3 1 1
## [16417] 3 3 3 1 3 3 3 2 3 1 3 3 3 2 1 1 3 1 3 1 3 1 3 2 1 1 3 1 1 3 2 2 3 3 3 2
## [16453] 1 1 3 3 3 1 3 1 1 3 3 3 3 3 1 1 3 1 1 3 1 3 1 1 3 3 3 3 3 3 3 3 3 1 1 3
## [16489] 1 1 3 1 2 2 3 3 1 3 1 1 1 1 3 3 3 1 3 3 1 3 3 3 1 1 1 1 1 3 1 3 1 2 1 1
## [16525] 2 3 3 1 1 3 3 3 2 1 2 1 3 1 1 1 3 1 2 2 2 1 1 3 1 1 3 3 1 1 2 2 3 2 1 2
## [16561] 3 3 1 3 3 3 3 1 3 1 1 3 1 1 1 2 1 3 3 2 1 3 3 3 1 1 3 3 2 3 1 1 1 1 1 1
## [16597] 3 3 1 1 1 2 3 3 3 1 3 3 1 3 1 1 1 1 2 3 3 2 1 1 3 3 3 1 3 1 3 3 1 3 3 1
## [16633] 3 1 1 3 3 1 3 2 1 1 3 1 2 3 3 3 1 3 1 2 3 2 1 2 1 1 1 1 3 3 3 3 2 3 3 1
## [16669] 3 2 2 1 3 3 3 1 3 3 3 3 1 3 3 3 1 3 1 3 1 3 3 3 1 3 1 3 3 3 1 2 1 1 1 1
## [16705] 3 1 3 3 1 3 1 2 3 3 3 3 1 1 1 3 3 3 3 1 1 3 3 2 3 3 1 3 3 3 2 2 3 3 3 1
## [16741] 3 3 1 3 3 3 3 1 2 1 3 2 3 1 1 3 1 3 2 3 3 1 3 3 3 3 1 3 3 3 3 1 1 3 1 3
## [16777] 1 3 2 3 3 3 3 1 3 1 3 2 3 1 3 2 3 3 1 3 1 3 3 1 1 3 1 2 1 3 1 1 1 1 3 3
## [16813] 3 2 3 1 3 3 3 3 2 1 1 3 3 1 3 1 1 1 3 3 3 3 3 3 3 3 3 3 3 3 1 3 1 3 1 3
## [16849] 3 3 2 3 3 2 1 2 1 3 3 3 3 3 3 3 3 3 3 1 3 3 2 3 3 3 1 2 1 1 3 1 1 2 1 2
## [16885] 3 3 2 1 3 2 1 2 3 3 2 1 3 1 1 1 2 3 1 1 2 1 3 3 3 2 3 1 2 3 3 1 3 3 2 2
## [16921] 3 1 1 3 3 1 3 3 3 3 3 3 3 3 2 2 3 3 1 3 3 1 3 3 1 3 2 1 3 2 3 3 3 3 2 1
## [16957] 2 3 1 1 1 3 2 1 1 1 3 2 1 1 1 1 3 2 1 2 1 3 2 1 1 3 2 3 1 1 2 3 3 1 3 3
## [16993] 3 3 2 3 3 3 3 1 3 2 1 1 1 3 1 1 3 3 1 3 2 3 1 1 1 1 1 1 1 1 2 1 1 3 1 1
## [17029] 3 1 3 1 3 3 1 3 1 1 3 1 1 1 1 3 1 1 3 1 3 1 2 3 3 3 3 1 3 3 3 2 1 3 3 3
## [17065] 2 2 3 1 3 1 2 1 1 3 2 2 2 3 3 3 3 1 2 1 3 3 1 3 3 2 1 2 1 3 1 3 1 3 1 3
## [17101] 3 3 1 2 3 3 3 3 1 3 3 1 2 3 3 3 3 3 3 3 2 1 3 3 3 1 3 1 3 3 1 3 3 3 3 3
## [17137] 3 3 3 1 1 2 3 1 2 3 2 3 3 3 1 1 3 1 1 3 3 3 2 1 3 3 1 1 1 1 3 3 1 3 1 3
## [17173] 1 3 3 1 1 3 2 3 2 1 3 3 1 3 3 3 1 1 1 3 1 1 1 3 1 1 3 3 2 1 1 3 1 3 3 3
## [17209] 3 3 3 1 3 3 3 1 1 2 3 3 3 1 2 1 3 1 3 1 3 1 2 3 3 3 1 3 3 1 3 1 2 3 3 1
## [17245] 3 1 3 3 1 2 1 3 3 2 1 3 3 1 3 1 3 2 2 3 1 2 1 1 1 2 3 1 1 3 2 2 1 2 1 3
## [17281] 2 3 1 1 1 2 3 1 3 1 3 1 3 2 3 3 2 2 1 3 3 3 1 1 3 2 1 1 3 1 1 1 3 2 1 3
## [17317] 3 3 3 3 3 1 3 1 1 3 2 3 1 1 1 3 3 1 2 2 2 1 2 1 1 1 3 3 3 1 3 2 1 3 3 1
## [17353] 3 2 3 1 3 3 1 3 3 3 3 1 1 1 2 1 3 3 2 3 2 1 3 3 1 3 3 3 1 3 1 3 2 3 1 2
## [17389] 1 3 3 3 3 3 3 3 3 3 1 1 3 1 3 2 3 1 1 1 2 1 1 1 3 3 3 3 1 1 3 1 1 1 3 2
## [17425] 1 3 3 1 3 3 3 2 1 2 3 3 1 2 2 1 3 3 1 3 3 1 3 1 3 3 3 1 1 1 1 1 2 1 3 3
## [17461] 1 1 3 1 3 3 3 3 1 2 1 3 2 3 1 1 2 1 3 1 3 3 3 1 3 3 1 3 2 1 3 1 3 1 3 3
## [17497] 3 3 1 3 3 3 3 1 1 2 3 1 3 3 3 3 2 1 1 1 2 3 3 3 1 2 3 1 3 3 1 2 1 2 3 1
## [17533] 2 3 3 3 1 1 1 1 3 3 1 3 1 1 3 3 3 3 1 1 3 1 1 1 3 3 3 2 1 3 1 3 1 3 3 1
## [17569] 1 2 3 1 3 3 3 2 3 1 3 2 3 3 3 1 3 1 3 3 1 3 3 1 3 2 1 3 3 2 1 3 2 3 2 2
## [17605] 1 3 2 1 3 1 3 1 3 1 3 3 1 3 1 3 1 1 3 2 1 1 1 3 3 2 3 3 3 2 3 3 1 3 3 1
## [17641] 1 2 3 3 3 3 1 3 2 1 2 1 2 3 1 2 3 1 1 2 2 2 3 2 2 1 3 1 1 1 1 2 3 1 1 3
## [17677] 1 2 3 1 2 3 1 2 1 2 1 1 3 1 1 2 3 2 3 1 1 1 1 3 2 3 2 1 3 2 3 3 3 3 1 3
## [17713] 3 3 3 3 1 3 2 3 1 1 1 2 1 2 3 1 2 1 3 3 3 3 1 1 3 3 1 3 1 1 1 3 3 1 3 1
## [17749] 1 2 3 3 1 3 3 2 1 3 1 1 3 2 1 3 3 2 1 3 3 1 3 3 1 3 3 3 1 3 1 1 3 3 3 3
## [17785] 1 1 3 1 3 3 1 1 3 2 3 1 1 3 3 1 1 3 3 3 1 3 1 1 3 1 2 3 3 3 3 3 3 1 1 1
## [17821] 3 1 1 3 3 3 3 3 1 3 3 3 3 1 3 1 1 1 1 2 3 1 1 3 2 1 2 3 2 2 1 3 1 1 3 3
## [17857] 1 3 3 3 1 3 1 1 3 1 1 2 1 3 3 1 3 1 1 1 3 1 3 3 2 2 3 2 1 2 3 1 1 1 1 3
## [17893] 3 1 3 1 1 1 3 2 3 3 3 3 2 3 3 3 1 3 1 3 3 3 1 3 1 3 3 3 3 2 3 3 1 3 3 1
## [17929] 1 3 3 2 1 3 3 3 2 1 2 3 1 3 2 1 3 3 2 2 3 3 1 1 3 2 3 3 1 1 3 1 2 1 3 3
## [17965] 3 1 1 3 3 1 3 2 3 2 1 3 3 3 3 3 3 2 1 1 3 1 3 3 2 2 2 1 3 2 2 1 3 3 3 1
## [18001] 1 1 3 1 3 3 2 1 1 3 3 3 3 1 3 3 3 1 1 1 3 3 3 2 1 3 3 1 3 2 1 2 3 1 3 2
## [18037] 3 1 3 3 3 3 3 1 1 1 3 3 2 3 3 1 3 3 3 3 3 3 2 1 1 1 3 2 3 3 3 1 3 2 2 1
## [18073] 3 3 2 2 1 3 3 1 3 1 3 1 1 3 1 3 3 1 2 3 2 3 1 2 2 3 3 1 3 3 1 3 2 3 1 3
## [18109] 3 2 1 2 3 1 1 3 1 3 1 3 3 3 3 3 1 3 3 3 1 3 1 1 3 1 3 2 3 3 3 3 1 3 2 1
## [18145] 1 3 1 3 3 1 1 1 3 1 2 1 2 3 2 2 1 3 3 3 1 1 2 3 3 3 1 2 3 2 2 3 1 3 3 1
## [18181] 3 2 3 1 1 3 1 3 1 3 2 1 3 3 2 3 3 2 1 3 2 2 2 3 3 2 2 2 2 3 3 2 1 3 1 1
## [18217] 1 3 3 3 3 3 3 3 3 1 3 3 1 3 1 1 3 3 3 3 2 2 2 3 3 3 1 3 1 2 3 3 3 1 1 1
## [18253] 2 2 2 1 1 3 1 1 2 1 1 3 1 2 1 1 1 1 3 1 1 2 3 2 2 1 1 3 1 3 1 3 2 3 3 1
## [18289] 3 3 3 1 3 1 3 2 3 1 2 1 3 1 3 3 2 3 3 1 3 2 3 3 1 1 1 3 1 3 3 3 3 1 3 1
## [18325] 1 1 1 1 3 1 3 1 1 1 3 3 3 3 2 3 2 3 2 1 1 2 1 2 1 1 1 3 1 1 1 3 1 1 3 3
## [18361] 1 1 3 1 1 3 1 1 3 3 3 3 2 3 2 1 2 1 3 1 2 1 2 3 3 3 1 3 2 1 3 1 2 3 2 1
## [18397] 2 3 2 3 3 3 3 1 2 3 2 3 1 1 1 1 3 3 1 2 3 3 2 3 3 1 3 2 3 3 3 3 3 1 3 1
## [18433] 3 1 3 1 3 3 1 3 2 3 1 3 1 3 2 2 1 2 1 3 1 1 1 2 3 3 1 1 1 3 1 1 2 1 3 2
## [18469] 2 1 1 1 2 2 3 3 3 2 1 1 1 3 3 3 1 3 1 1 3 1 3 1 1 3 2 1 3 3 3 1 3 2 2 2
## [18505] 3 1 1 3 3 3 3 2 1 3 3 2 1 3 3 3 3 3 3 1 3 1 2 1 1 1 1 3 3 3 1 3 3 1 1 3
## [18541] 3 1 3 1 1 1 1 3 2 2 1 1 1 3 3 3 1 3 2 3 3 3 1 3 3 3 3 2 3 3 1 2 2 1 3 3
## [18577] 1 2 1 1 3 1 3 1 1 1 3 3 1 1 3 1 3 1 1 3 2 1 2 3 1 1 3 2 2 3 1 3 1 1 1 3
## [18613] 1 2 2 3 1 2 1 1 3 3 1 1 1 3 3 1 1 2 1 3 2 3 3 3 1 1 1 3 1 2 3 3 2 3 3 1
## [18649] 3 3 1 1 2 3 3 1 1 1 3 1 1 1 1 2 3 3 2 2 1 1 3 1 3 2 3 1 3 1 2 2 2 1 1 2
## [18685] 2 3 3 3 3 1 1 2 3 3 1 3 2 2 1 1 2 2 3 1 3 1 3 1 3 2 1 3 1 2 1 1 3 1 3 3
## [18721] 1 3 3 1 1 3 2 3 1 3 2 3 3 3 1 1 3 2 2 3 1 3 2 1 3 1 3 3 2 3 1 1 3 1 2 3
## [18757] 3 3 1 2 3 2 3 1 3 2 1 1 3 1 3 3 3 1 1 3 3 3 3 3 1 3 3 1 2 3 3 2 1 2 3 3
## [18793] 1 1 2 1 1 3 3 3 3 2 3 3 3 1 2 3 2 1 2 3 1 3 3 1 1 3 2 3 1 3 1 3 1 1 3 2
## [18829] 3 3 3 1 3 3 3 2 1 3 3 2 1 3 3 2 3 3 1 3 3 3 3 1 1 3 3 1 1 3 3 1 3 1 3 1
## [18865] 1 3 1 3 3 1 3 1 3 3 2 3 3 3 1 2 2 1 1 1 1 3 1 3 1 1 3 2 2 3 3 3 3 1 3 1
## [18901] 3 1 2 1 3 2 1 2 1 3 1 1 3 3 3 1 1 2 3 1 1 3 1 3 1 3 1 3 3 1 1 3 3 3 1 1
## [18937] 1 3 1 3 1 1 1 3 3 3 1 2 3 3 2 1 1 2 3 3 3 3 1 1 3 3 3 1 3 1 2 1 1 3 1 2
## [18973] 2 3 3 1 2 1 1 1 3 3 2 3 2 3 2 1 1 3 3 3 3 3 3 3 3 3 1 3 3 2 2 3 3 3 1 1
## [19009] 1 3 3 3 3 3 3 3 3 3 2 3 1 3 1 3 2 3 3 3 3 3 2 1 1 2 2 3 3 1 3 1 1 3 1 1
## [19045] 3 1 1 1 3 1 1 3 1 1 1 1 3 1 1 3 1 2 3 3 3 1 3 1 1 1 2 1 2 1 3 3 2 1 1 1
## [19081] 3 3 3 1 1 1 2 2 1 1 3 3 1 3 1 1 2 1 2 2 1 1 3 2 3 3 2 3 3 1 2 1 1 2 2 3
## [19117] 1 1 3 1 2 3 3 1 1 3 1 1 2 3 2 1 3 1 1 3 1 3 3 3 1 1 2 3 1 1 3 1 3 3 3 3
## [19153] 1 3 3 3 3 1 3 1 1 1 1 3 1 2 3 3 2 2 3 1 1 1 3 1 1 3 1 1 1 1 1 3 1 1 1 1
## [19189] 3 3 3 3 3 1 3 3 3 3 3 3 3 2 1 3 1 1 1 1 1 1 3 1 1 3 3 2 2 1 1 1 1 3 2 1
## [19225] 3 1 3 1 2 1 3 1 2 1 3 3 2 1 2 1 2 3 3 1 2 3 2 3 3 2 3 2 1 1 1 2 1 3 3 2
## [19261] 1 3 1 3 1 1 1 3 3 1 3 3 3 1 1 1 1 3 3 3 3 3 1 2 1 1 2 1 1 1 1 2 3 1 3 1
## [19297] 2 3 3 3 1 2 1 1 3 3 1 3 1 1 1 2 2 3 3 2 2 3 2 1 3 1 3 2 1 1 1 3 1 3 3 2
## [19333] 1 1 3 1 3 3 1 1 3 3 1 1 1 3 1 3 3 1 1 1 3 2 3 3 1 3 3 3 2 3 3 1 3 1 3 1
## [19369] 3 3 1 2 3 3 2 3 1 1 1 2 3 2 3 3 2 3 1 1 3 1 1 3 3 3 3 3 2 3 3 1 3 1 1 3
## [19405] 1 3 1 1 3 3 3 2 2 3 1 3 2 1 3 1 2 3 2 1 3 2 1 1 1 1 1 3 3 3 1 1 2 3 3 3
## [19441] 3 1 1 1 2 3 3 3 3 3 1 3 3 2 3 1 1 3 3 3 1 3 3 3 3 3 3 1 1 3 2 3 3 2 2 3
## [19477] 1 3 3 3 2 1 3 2 1 1 1 2 3 3 3 3 1 1 3 3 1 2 2 3 3 1 3 3 1 2 1 1 1 1 2 3
## [19513] 3 3 3 3 1 3 2 3 3 3 2 3 1 1 1 1 2 3 3 1 1 3 1 3 1 3 3 3 1 3 3 2 2 1 3 3
## [19549] 1 1 1 1 3 1 3 3 3 1 3 3 2 3 1 3 2 3 3 1 3 3 3 1 3 3 3 2 3 3 1 2 1 2 3 1
## [19585] 3 3 1 3 1 3 3 3 1 3 3 3 3 1 3 3 2 1 3 3 1 3 3 3 2 1 2 3 1 1 2 2 3 1 1 2
## [19621] 2 2 3 1 3 2 1 1 1 3 1 3 1 1 3 3 3 3 3 1 1 3 1 3 1 3 3 2 3 3 2 3 1 1 1 1
## [19657] 3 3 1 2 3 1 1 3 3 3 2 2 1 1 1 1 1 3 1 3 1 3 1 1 1 2 1 1 1 1 2 2 2 3 1 1
## [19693] 1 2 1 2 1 2 3 3 3 3 1 2 1 1 3 3 3 2 1 3 2 1 1 3 3 1 3 3 3 3 3 3 1 3 1 3
## [19729] 3 3 3 3 3 2 3 1 3 1 1 1 3 1 3 1 3 3 3 1 2 3 3 3 3 2 1 3 1 3 1 1 3 1 3 1
## [19765] 1 3 1 3 3 3 1 3 3 2 3 1 3 1 3 3 2 3 3 1 1 3 3 3 3 1 3 3 1 3 1 3 3 1 1 3
## [19801] 1 3 3 1 1 3 1 2 3 1 3 3 3 2 3 3 1 1 3 1 1 1 1 3 3 3 1 2 3 1 1 2 1 1 3 1
## [19837] 3 2 3 3 3 1 1 3 3 3 3 2 2 1 3 2 3 3 3 3 3 2 3 3 3 3 1 1 3 3 1 3 1 1 1 3
## [19873] 3 1 1 3 3 3 3 2 1 2 1 2 2 3 1 3 1 3 1 3 1 3 3 1 1 2 3 1 3 2 3 1 1 3 3 1
## [19909] 3 2 1 3 2 3 3 1 2 1 3 1 1 2 2 1 1 1 1 3 2 3 1 3 1 3 3 3 1 3 3 1 3 3 3 1
## [19945] 3 1 1 3 3 3 2 3 2 3 3 3 3 3 3 1 3 3 2 3 1 3 1 1 3 3 3 1 3 3 3 3 1 1 2 3
## [19981] 2 3 3 1 1 1 1 2 3 3 3 1 3 3 1 1 3 3 1 1 3 3 1 2 3 3 2 1 1 3 2 1 3 1 3 3
## [20017] 3 1 2 1 1 3 1 3 3 1 3 1 3 3 2 3 3 3 1 3 3 2 1 1 1 3 2 2 1 1 1 3 1 3 1 3
## [20053] 1 1 3 1 3 3 1 3 3 3 3 3 3 2 1 3 3 1 1 1 1 3 3 2 2 3 3 3 3 3 3 1 1 1 1 3
## [20089] 1 1 1 1 2 3 3 3 1 3 3 3 1 3 3 1 1 3 3 2 3 1 3 3 1 1 3 3 3 1 3 3 1 3 3 3
## [20125] 1 3 1 1 1 1 2 2 1 3 2 1 3 3 1 3 3 3 2 2 1 3 1 1 1 3 1 2 1 3 1 3 1 3 2 1
## [20161] 3 3 2 2 3 1 3 1 3 3 3 1 1 1 3 3 1 3 3 2 1 1 3 1 3 1 2 3 3 1 2 3 3 3 3 2
## [20197] 3 2 2 1 1 3 2 2 1 2 3 1 3 3 2 3 2 2 1 3 3 2 3 1 3 3 1 3 1 3 3 1 3 3 1 3
## [20233] 1 3 1 1 3 3 3 1 1 3 3 1 1 3 1 3 3 3 3 3 1 1 3 3 1 3 2 3 2 3 3 1 3 2 1 3
## [20269] 3 3 1 3 3 1 3 1 1 3 2 1 2 3 2 2 2 3 1 3 3 2 1 3 3 2 3 1 1 3 1 3 1 3 3 2
## [20305] 3 3 1 2 2 3 2 3 2 1 1 1 1 1 2 3 3 3 3 3 2 3 3 3 3 1 1 3 3 3 3 3 1 2 2 3
## [20341] 1 1 3 2 1 3 2 3 1 3 1 2 2 3 1 3 3 1 3 3 1 1 3 2 3 1 3 3 3 2 2 3 3 3 3 3
## [20377] 3 2 1 3 2 1 2 1 3 3 1 1 3 1 3 1 3 3 3 1 3 3 3 3 3 3 1 2 1 3 1 1 3 3 3 1
## [20413] 3 1 1 1 2 1 3 3 1 3 3 1 3 3 3 1 3 3 1 1 2 2 3 1 3 3 3 2 3 1 3 3 1 2 3 1
## [20449] 1 1 1 3 2 1 2 3 3 3 3 3 1 1 2 1 1 3 1 3 3 2 3 3 2 3 3 1 1 3 1 1 1 3 3 3
## [20485] 1 3 1 1 1 3 3 3 3 2 3 1 1 1 2 3 3 1 1 1 2 3 3 2 3 3 1 1 3 3 3 3 2 1 3 3
## [20521] 2 2 3 3 3 3 3 3 1 1 2 1 1 3 1 1 2 3 1 3 3 3 1 3 3 1 2 1 3 1 3 3 1 3 1 1
## [20557] 2 3 2 1 1 3 3 3 3 2 3 1 2 1 3 1 3 1 1 1 1 1 3 3 1 1 2 3 1 2 3 3 1 2 2 3
## [20593] 3 2 3 1 3 3 3 1 3 3 2 3 3 1 2 3 3 1 3 2 3 1 2 3 3 2 3 1 3 1 2 3 1 1 1 1
## [20629] 1 3 1 2 2 3 3 3 1 1 3 1 3 3 1 1 3 3 2 1 3 3 1 1 1 3 2 2 3 3 3 2 1 1 1 3
## [20665] 1 1 1 1 3 3 3 3 2 2 2 1 1 3 1 1 3 3 1 3 3 3 1 1 1 3 1 1 3 2 1 3 3 2 3 3
## [20701] 1 1 1 3 3 3 2 1 3 3 3 3 1 1 3 3 1 3 2 3 1 1 3 3 3 2 1 1 1 2 3 3 3 3 2 1
## [20737] 3 3 3 3 3 3 3 3 1 3 2 3 2 1 1 3 3 3 2 3 3 3 3 2 1 3 3 1 1 2 1 3 2 1 1 2
## [20773] 3 3 3 3 1 2 3 2 2 3 1 1 2 3 2 2 3 3 3 3 3 1 1 3 1 1 3 1 2 1 2 3 2 1 2 3
## [20809] 3 1 1 3 3 2 2 2 3 2 3 3 3 1 2 1 1 3 1 3 1 1 3 3 3 3 3 2 3 2 3 1 3 1 2 3
## [20845] 1 2 1 2 2 3 3 3 1 3 1 3 3 2 2 3 3 2 1 3 3 1 1 1 3 1 1 1 3 3 1 1 1 1 1 3
## [20881] 3 3 1 1 3 1 1 2 1 1 2 3 3 3 3 1 1 2 3 3 3 1 1 3 2 1 3 3 3 1 1 1 1 3 2 3
## [20917] 1 3 3 1 1 3 3 3 1 2 3 3 1 1 3 3 1 1 2 1 3 1 2 1 3 3 3 1 3 1 1 2 1 1 3 1
## [20953] 3 1 1 3 1 3 3 3 2 2 1 1 1 1 1 3 3 3 1 2 3 2 1 3 3 1 3 3 3 3 3 2 3 3 2 2
## [20989] 1 1 3 3 3 1 3 3 3 3 1 3 2 3 3 1 2 3 1 1 3 3 3 1 3 1 1 1 1 3 3 3 3 3 2 1
## [21025] 3 3 1 3 1 3 3 1 2 2 1 2 2 2 3 2 3 1 2 2 3 2 3 2 1 1 2 1 2 1 1 3 3 3 1 3
## [21061] 3 1 3 2 2 3 2 1 3 1 1 1 2 1 3 3 3 3 3 1 3 3 3 1 3 3 3 3 1 3 3 3 1 1 1 2
## [21097] 3 3 3 1 1 1 1 1 2 3 1 3 3 1 3 1 3 2 1 1 1 1 1 1 3 3 1 3 3 3 1 3 3 1 3 1
## [21133] 1 2 3 3 3 3 3 2 3 3 2 3 1 3 1 3 3 3 3 3 3 2 2 3 1 3 3 2 2 3 3 1 1 3 3 3
## [21169] 3 3 1 3 1 1 3 1 2 3 3 3 3 2 2 3 3 3 1 3 3 1 3 3 3 1 2 2 3 3 1 3 3 1 1 2
## [21205] 3 2 1 3 1 1 1 1 3 3 3 3 2 2 3 3 3 1 1 3 2 3 3 1 1 3 2 2 2 1 3 3 2 1 3 1
## [21241] 1 2 1 3 3 3 3 3 3 3 1 1 3 3 1 2 1 2 1 2 1 1 2 1 3 3 1 3 3 1 1 1 3 1 3 1
## [21277] 1 2 3 3 1 3 3 1 1 1 1 3 3 1 3 1 3 3 3 2 3 3 3 3 3 3 2 3 3 3 1 3 2 3 3 1
## [21313] 3 3 1 3 1 3 3 2 3 1 3 3 2 3 1 3 2 1 1 1 1 3 3 3 3 3 2 3 2 3 1 3 1 1 2 1
## [21349] 1 1 3 1 2 2 1 1 2 3 3 1 3 1 3 3 1 1 3 3 2 3 3 3 1 3 2 3 3 3 3 1 1 1 3 2
## [21385] 3 3 3 2 1 2 3 2 3 1 2 1 3 1 2 3 2 3 3 3 3 1 1 1 1 3 3 3 3 2 1 3 3 2 1 3
## [21421] 3 3 1 3 1 1 1 3 3 3 3 2 3 3 3 1 1 1 1 2 3 1 2 3 1 1 1 1 1 2 3 3 1 3 3 1
## [21457] 1 1 1 1 3 3 1 1 1 1 1 3 1 1 3 1 3 3 3 1 2 2 3 1 3 3 3 1 3 1 3 1 1 3 1 1
## [21493] 3 3 1 3 1 2 1 3 3 3 1 2 3 1 3 3 3 2 1 1 3 3 1 1 3 1 3 3 3 3 1 3 3 3 1 3
## [21529] 1 3 2 2 3 1 1 2 3 3 3 3 1 1 1 3 2 2 3 1 1 3 1 2 1 1 1 2 3 1 3 3 1 1 1 3
## [21565] 1 3 1 1 3 2 3 1 1 3 3 1 3 3 3 3 3 3 1 3 3 1 3 3 1 3 3 3 3 1 3 3 3 1 3 1
## [21601] 1 1 1 3 2 1 3 3 3 1 1 3 3 3 2 2 3 1 3 3 1 1 1 2 3 2 3 1 1 3 1 1 1 3 2 2
## [21637] 3 1 1 1 3 1 3 1 3 3 3 3 3 1 3 3 1 3 1 3 2 3 1 3 3 3 1 2 3 1 1 3 2 1 1 1
## [21673] 2 2 1 1 1 3 3 3 3 3 3 2 3 3 3 3 3 1 3 3 1 3 3 1 3 2 3 2 1 3 2 1 1 2 1 2
## [21709] 3 3 3 3 2 3 1 1 1 3 2 3 3 3 3 1 1 2 1 1 3 3 3 3 1 1 1 3 3 3 1 3 1 3 3 3
## [21745] 3 3 3 1 1 1 1 3 3 1 3 1 3 3 3 2 3 1 1 1 1 3 2 1 2 1 2 3 3 1 2 3 1 1 3 1
## [21781] 1 3 3 1 1 3 1 1 2 1 1 1 3 2 3 3 3 3 1 1 3 3 1 2 2 3 2 3 2 3 1 3 3 2 2 1
## [21817] 1 2 1 2 1 3 1 3 3 2 1 3 3 3 3 3 3 3 3 3 2 2 3 1 3 1 1 3 1 1 3 3 1 3 1 1
## [21853] 1 2 3 3 3 3 1 1 1 3 1 2 3 1 1 1 3 1 1 3 3 3 2 1 1 3 1 1 1 1 3 1 1 3 1 2
## [21889] 2 2 1 1 3 3 2 3 3 3 3 3 3 2 1 3 2 1 1 1 2 1 3 2 3 3 2 1 2 2 1 3 1 2 2 3
## [21925] 3 1 1 3 3 1 2 3 1 1 3 3 3 2 3 3 1 1 1 1 3 3 2 3 3 1 1 2 3 1 1 3 3 3 1 3
## [21961] 3 1 1 3 3 3 1 3 3 3 1 3 3 1 3 3 3 3 1 1 2 1 2 2 2 2 3 1 1 2 3 3 3 3 3 3
## [21997] 3 3 3 3 1 3 3 3 1 1 3 3 3 3 3 1 1 1 1 1 3 3 1 1 1 3 3 3 1 2 1 1 2 1 3 1
## [22033] 1 3 3 3 3 3 1 1 1 1 1 3 3 3 1 1 1 1 1 3 1 3 3 3 3 1 3 3 3 1 3 1 2 1 2 1
## [22069] 1 2 3 1 1 3 3 3 1 3 1 3 3 1 1 2 3 2 1 1 2 3 1 1 3 3 3 2 1 3 3 1 3 1 3 3
## [22105] 1 1 2 1 1 2 3 1 3 1 3 3 3 3 1 3 3 1 1 3 2 1 1 3 3 1 1 3 3 1 2 3 3 2 1 1
## [22141] 3 1 2 3 3 1 3 2 1 3 3 3 1 3 1 3 3 2 3 1 3 1 3 1 1 2 3 1 3 2 3 2 1 3 2 3
## [22177] 1 3 1 1 3 3 2 3 2 3 1 2 2 1 1 3 1 2 3 3 2 3 1 3 3 1 1 3 2 2 1 1 3 3 1 3
## [22213] 1 3 3 2 3 1 3 3 1 1 3 2 2 3 1 3 3 1 1 2 3 3 3 1 3 1 3 3 1 3 3 3 3 3 3 3
## [22249] 3 3 1 1 1 3 3 3 3 3 3 3 1 3 3 1 1 3 3 2 1 1 3 1 1 1 3 1 2 3 3 3 3 3 3 1
## [22285] 1 3 1 1 3 1 1 1 1 3 1 1 1 3 1 3 1 1 3 3 1 1 3 1 3 3 2 3 3 3 3 3 1 1 1 1
## [22321] 1 1 2 1 1 3 2 1 3 1 3 1 3 3 1 3 1 1 3 1 1 1 1 2 1 3 3 2 1 1 1 3 3 3 2 2
## [22357] 3 1 3 3 1 3 1 1 3 3 1 3 1 1 1 3 3 3 3 1 3 3 1 1 2 3 1 1 1 1 1 1 3 1 1 1
## [22393] 3 3 2 3 2 1 3 3 3 3 3 1 3 3 3 3 1 2 3 3 3 2 1 3 3 3 1 3 1 1 3 3 3 3 1 3
## [22429] 3 3 3 1 1 1 3 3 2 2 3 3 3 3 1 3 1 1 3 3 2 1 3 3 3 3 3 3 3 1 1 1 1 1 1 1
## [22465] 1 3 3 3 2 1 1 3 2 3 1 3 1 3 3 3 1 1 3 3 3 1 3 3 1 3 3 3 3 3 3 1 3 2 3 1
## [22501] 3 3 3 1 1 3 3 2 1 3 3 1 3 3 1 2 3 1 3 1 3 1 3 1 1 2 3 3 3 1 1 3 1 3 1 1
## [22537] 1 3 1 1 1 2 3 2 3 3 2 1 3 3 3 3 1 3 2 3 1 3 1 1 3 1 3 3 3 3 2 3 1 2 3 3
## [22573] 1 3 1 3 3 1 3 3 1 1 1 1 3 3 3 3 3 1 3 3 1 2 1 1 1 3 1 3 3 1 1 1 3 3 3 2
## [22609] 1 3 3 3 1 3 3 3 3 3 3 1 2 3 1 1 3 1 3 2 3 1 2 1 1 3 3 3 3 3 2 1 3 3 3 3
## [22645] 2 1 1 1 3 1 1 1 3 1 2 1 3 3 3 1 1 1 2 2 1 2 1 3 1 1 3 1 3 2 2 3 3 1 3 3
## [22681] 3 1 2 1 3 3 1 3 1 3 3 3 2 3 1 2 1 1 2 3 3 2 2 1 3 1 2 3 1 3 1 3 3 1 1 2
## [22717] 1 2 1 3 3 3 1 1 1 1 1 3 1 3 3 3 1 1 3 3 3 3 1 1 1 1 3 1 1 2 3 3 3 1 3 3
## [22753] 1 3 3 3 3 1 2 3 3 1 2 3 3 1 1 1 1 1 1 1 1 1 3 3 1 3 3 1 1 3 1 3 3 3 3 3
## [22789] 3 3 3 1 3 3 3 3 3 3 3 3 3 1 1 1 3 2 3 3 3 3 3 3 3 3 2 1 3 3 1 1 2 1 3 1
## [22825] 3 3 3 2 3 3 3 1 2 1 1 3 1 3 3 3 1 2 1 3 3 1 3 3 1 3 3 1 1 3 3 1 1 3 3 3
## [22861] 3 3 3 1 2 1 2 1 3 2 3 1 2 3 1 1 2 3 1 1 1 1 1 3 2 3 3 1 1 2 2 3 1 2 3 2
## [22897] 3 1 1 3 3 1 3 2 3 1 2 1 2 2 1 3 3 1 1 1 1 1 1 1 1 3 1 2 3 2 1 3 1 3 3 3
## [22933] 1 2 1 3 1 1 3 2 2 1 3 3 2 1 1 3 3 2 3 3 1 3 3 1 2 1 1 1 1 1 3 1 3 2 2 1
## [22969] 2 3 1 1 1 1 2 3 1 1 3 3 3 3 1 1 3 3 1 3 1 1 3 3 3 1 3 3 3 3 1 3 2 3 3 2
## [23005] 3 3 1 1 3 2 1 2 1 3 1 3 3 3 3 1 1 1 3 3 3 3 1 1 3 1 1 1 1 1 1 3 3 3 2 1
## [23041] 3 3 3 3 3 1 3 2 3 1 3 1 3 2 2 2 2 1 1 1 1 1 3 3 3 1 1 1 2 3 1 3 3 2 1 3
## [23077] 3 3 3 3 2 3 3 3 2 1 2 3 3 1 3 3 1 3 1 2 3 1 1 2 2 3 3 1 3 1 3 1 3 1 3 1
## [23113] 3 3 1 1 3 3 3 2 2 3 1 2 1 1 2 3 1 1 3 3 3 1 1 3 1 3 1 1 3 3 1 1 2 3 2 1
## [23149] 3 3 3 1 1 3 1 3 1 3 1 3 1 3 1 1 1 3 1 1 2 1 3 3 3 1 1 3 1 3 1 3 3 1 3 1
## [23185] 3 3 3 3 3 3 3 1 1 3 1 2 2 2 1 3 3 1 3 1 3 3 2 1 2 2 3 3 2 2 2 3 1 1 1 1
## [23221] 3 2 3 3 3 1 3 3 3 1 1 2 2 1 2 2 3 3 3 1 3 3 1 1 3 1 3 3 3 3 1 2 3 1 3 3
## [23257] 1 3 3 3 3 1 3 3 2 3 2 1 1 1 1 2 3 3 1 3 1 1 1 1 1 3 3 1 3 2 3 3 3 3 3 3
## [23293] 3 1 3 1 3 2 3 2 1 3 3 1 2 3 1 3 1 3 3 3 3 1 3 1 3 3 3 2 1 1 1 1 3 3 3 3
## [23329] 1 1 3 3 1 1 1 2 1 3 3 3 1 2 3 1 1 1 1 1 3 3 2 3 2 3 3 1 3 3 3 1 3 3 1 3
## [23365] 3 1 3 2 1 2 3 3 2 3 3 3 2 3 1 1 1 1 3 3 1 1 1 1 2 2 3 2 1 3 1 3 2 3 3 3
## [23401] 1 3 2 1 3 3 1 3 1 1 3 1 1 2 3 1 3 3 3 1 1 2 3 3 3 1 1 3 3 3 3 3 3 1 3 1
## [23437] 1 3 3 3 3 1 3 1 3 2 3 3 3 1 3 1 1 1 3 1 1 3 3 2 1 2 3 3 1 3 1 3 1 3 3 3
## [23473] 1 2 3 3 1 2 1 1 3 1 3 2 3 1 2 1 3 2 3 3 3 1 1 1 3 1 1 1 3 2 1 3 3 3 1 1
## [23509] 3 3 1 1 1 3 2 1 1 3 3 3 1 3 3 3 3 1 3 1 1 3 3 3 3 3 1 3 1 3 2 3 1 3 1 1
## [23545] 1 1 3 2 3 3 3 2 1 3 3 3 2 1 3 2 3 3 3 2 3 1 2 3 2 2 3 2 3 2 3 3 2 3 3 1
## [23581] 3 3 3 3 3 3 1 3 1 3 3 3 1 1 3 3 3 3 3 2 1 2 1 2 1 3 3 3 1 2 2 3 1 1 3 1
## [23617] 3 3 3 1 1 1 1 3 1 1 3 2 3 1 1 3 1 1 3 3 1 1 3 2 3 2 1 3 1 3 2 3 3 3 1 3
## [23653] 1 3 3 3 1 3 1 2 3 2 2 3 3 1 1 3 3 3 3 1 1 2 2 1 2 2 2 1 1 1 3 1 3 3 1 3
## [23689] 2 3 3 2 3 3 3 3 3 3 1 1 1 3 2 3 3 3 3 2 3 3 3 3 3 1 3 3 3 3 2 1 3 3 3 3
## [23725] 2 3 3 1 2 1 3 3 3 1 1 3 3 3 3 3 3 2 1 1 3 1 2 1 1 3 1 3 3 2 3 3 3 3 2 1
## [23761] 3 3 3 3 3 3 3 1 2 1 1 3 3 1 1 3 3 3 1 2 3 3 3 3 2 3 1 2 2 3 2 3 1 3 3 3
## [23797] 3 2 3 3 1 2 3 3 2 3 2 3 1 3 1 3 3 3 3 3 3 3 2 3 3 3 3 1 3 1 1 1 1 1 1 3
## [23833] 3 3 1 3 3 3 1 3 2 1 1 1 1 3 3 3 1 3 3 1 1 3 3 2 3 1 1 1 2 1 3 1 1 1 3 3
## [23869] 3 3 1 3 3 3 1 1 3 3 3 1 2 1 3 3 1 1 1 2 3 1 2 3 2 1 3 3 3 3 1 3 3 1 3 3
## [23905] 1 3 1 3 3 1 1 3 3 1 3 3 1 3 3 3 3 2 3 1 1 3 3 1 3 3 3 1 1 3 3 1 1 2 3 3
## [23941] 3 3 3 1 1 3 2 3 1 3 3 3 2 3 3 1 3 3 3 3 1 1 2 2 3 1 1 3 3 3 1 3 3 1 3 1
## [23977] 1 3 1 1 2 1 3 2 3 1 3 3 3 1 1 2 3 2 3 3 2 3 1 3 3 3 3 1 3 3 3 1 1 1 3 3
## [24013] 1 3 1 2 3 3 1 2 1 2 1 2 3 3 1 1 1 3 3 3 1 2 3 2 3 3 3 3 3 3 2 3 3 3 1 2
## [24049] 3 3 3 3 1 1 1 3 2 3 1 1 3 3 3 3 1 1 3 2 3 3 2 3 1 2 1 2 1 1 1 3 3 2 3 3
## [24085] 2 3 3 3 2 1 3 3 3 2 2 1 1 3 1 1 3 3 2 1 3 3 1 3 1 1 1 3 1 3 1 2 3 1 1 3
## [24121] 3 1 2 2 1 2 1 1 2 3 3 3 1 3 2 3 1 1 3 1 1 3 1 3 3 2 1 3 1 3 1 1 3 3 3 3
## [24157] 2 3 2 3 1 2 3 3 1 2 1 3 1 3 3 1 2 2 1 1 3 3 1 3 1 3 1 1 3 3 2 3 3 3 1 2
## [24193] 1 3 1 3 1 1 1 3 3 3 2 3 3 2 1 1 3 3 2 1 3 3 2 3 3 3 2 3 3 3 1 2 1 1 3 1
## [24229] 3 1 1 1 1 3 1 2 2 2 1 3 3 3 2 1 1 2 1 2 2 3 3 3 3 2 2 1 3 1 1 2 1 2 1 3
## [24265] 1 2 3 3 2 3 1 1 3 3 2 1 3 3 1 3 1 1 2 1 3 3 1 3 2 3 1 3 3 3 3 2 3 1 3 1
## [24301] 2 2 1 2 1 3 3 3 2 1 3 2 1 1 3 1 3 1 3 3 3 3 1 1 3 1 1 3 3 3 1 3 1 1 1 1
## [24337] 3 1 3 3 1 3 1 3 1 1 2 3 3 3 3 3 3 2 3 3 3 3 3 3 3 3 3 1 1 3 1 3 3 1 3 1
## [24373] 3 3 2 3 1 1 3 1 3 3 3 1 1 3 2 2 2 1 3 2 1 3 1 3 2 3 1 3 2 1 3 3 3 3 3 3
## [24409] 3 2 3 1 2 3 1 1 3 1 3 3 1 3 1 1 3 3 3 1 1 1 2 1 3 1 3 3 1 3 3 1 1 3 2 3
## [24445] 2 1 2 1 3 3 3 1 3 1 3 1 3 3 3 1 1 1 3 3 2 3 1 2 1 1 3 2 3 2 1 2 3 2 1 2
## [24481] 1 2 1 1 3 3 3 1 1 3 3 2 1 3 3 3 3 1 1 1 3 1 1 1 1 1 3 1 2 3 1 1 2 2 3 1
## [24517] 3 3 3 1 3 3 3 3 3 1 3 1 1 3 1 3 3 2 3 3 1 3 3 3 3 3 2 3 2 3 3 3 3 3 3 3
## [24553] 1 1 3 1 3 3 1 3 1 3 3 3 3 1 3 1 1 1 2 3 1 3 1 3 2 3 1 3 3 3 3 2 3 2 3 3
## [24589] 1 3 3 1 3 3 3 2 3 3 3 3 2 2 1 1 2 1 3 2 3 1 2 2 1 3 1 3 2 3 1 3 3 3 3 3
## [24625] 3 3 3 3 3 1 1 3 3 3 3 3 3 2 3 3 2 3 3 3 1 3 3 3 1 3 3 3 3 1 2 3 3 3 3 2
## [24661] 3 3 1 2 1 1 3 1 3 3 2 1 1 2 3 2 2 1 2 1 1 1 3 3 3 1 1 1 3 3 1 3 3 3 3 1
## [24697] 3 2 1 2 3 1 1 3 3 2 3 1 1 3 1 2 3 1 3 3 3 2 3 2 2 3 3 2 3 1 1 2 3 3 2 3
## [24733] 1 3 3 2 3 3 3 3 3 2 1 3 1 2 3 2 1 1 1 3 3 2 3 2 1 1 3 3 2 3 1 1 3 1 2 1
## [24769] 3 1 1 1 3 3 2 1 1 1 1 1 1 1 3 3 3 2 1 3 3 2 3 2 1 1 3 3 1 1 3 2 1 1 3 3
## [24805] 1 3 1 3 1 3 1 3 2 1 1 3 1 2 3 3 1 1 2 1 3 3 1 3 3 1 1 3 3 1 3 3 3 1 3 1
## [24841] 1 1 1 3 3 3 2 3 3 3 1 1 1 3 1 1 1 1 1 1 3 3 3 3 2 1 3 3 3 1 3 2 3 3 3 1
## [24877] 1 3 2 1 2 1 2 3 3 3 1 3 3 1 1 1 3 2 3 3 3 3 1 3 2 2 1 3 2 1 3 3 2 3 1 2
## [24913] 3 1 1 3 1 1 1 1 2 1 1 3 3 3 3 3 3 1 1 3 1 2 2 3 2 1 3 1 1 1 3 3 1 2 3 1
## [24949] 1 2 3 1 3 3 3 3 2 2 3 3 3 1 3 1 3 3 2 3 2 3 1 3 1 1 3 1 1 1 1 1 3 1 3 3
## [24985] 3 3 1 2 1 3 1 1 3 1 3 2 2 3 2 1 1 3 3 3 2 3 3 1 3 3 3 3 3 3 1 3 1 1 3 1
## [25021] 1 1 3 3 3 1 3 3 1 1 1 3 1 3 3 3 3 3 1 3 3 1 2 1 3 3 2 1 3 3 3 3 3 1 3 1
## [25057] 2 3 1 3 3 3 1 3 1 1 1 3 3 3 2 3 3 3 1 2 3 1 3 3 1 2 2 1 2 1 3 1 3 1 3 3
## [25093] 2 3 1 1 3 3 1 3 2 1 3 3 3 1 3 2 1 3 1 3 1 3 1 3 3 1 3 1 1 3 2 1 3 1 1 2
## [25129] 1 1 3 3 3 3 3 2 3 2 3 3 1 1 1 3 1 3 3 3 2 3 3 1 3 1 3 3 3 3 1 3 2 1 1 3
## [25165] 3 2 3 3 1 1 3 3 1 1 3 1 1 3 1 1 3 3 3 1 3 1 3 3 3 3 3 1 2 3 3 1 1 3 1 3
## [25201] 3 2 1 1 2 3 1 3 3 1 1 3 3 2 1 3 1 3 1 1 3 1 3 1 3 3 3 3 3 3 3 3 3 1 2 1
## [25237] 1 1 1 1 3 1 1 1 1 1 3 1 2 1 3 3 3 1 1 1 3 1 2 2 1 3 1 3 2 3 1 3 2 1 1 3
## [25273] 3 3 2 3 1 1 1 2 3 3 2 2 3 2 2 2 1 3 3 3 3 1 2 1 3 1 1 3 2 3 3 1 1 3 3 3
## [25309] 2 3 3 2 1 3 1 3 1 1 3 2 3 3 1 1 3 1 2 3 1 3 1 3 1 3 1 3 3 2 1 1 3 3 3 1
## [25345] 1 3 3 1 1 3 3 3 3 3 1 3 3 3 3 3 3 1 2 3 3 3 2 3 1 2 3 1 1 3 3 1 1 3 3 3
## [25381] 1 3 3 1 1 3 2 1 1 1 2 2 2 3 3 3 3 2 1 3 1 3 3 1 1 1 1 3 3 3 1 3 2 3 1 3
## [25417] 1 1 1 2 2 3 3 3 1 3 1 3 1 1 2 2 1 1 1 3 3 1 3 3 3 3 3 3 2 1 3 3 2 1 3 3
## [25453] 1 3 1 3 3 1 1 1 2 1 1 1 1 3 2 1 1 3 3 2 3 1 2 1 3 1 1 3 1 1 1 3 3 3 1 3
## [25489] 3 2 3 3 3 3 2 1 1 1 1 1 2 3 3 1 1 1 3 1 3 1 3 2 1 3 1 3 1 1 3 3 1 1 3 3
## [25525] 3 1 2 1 2 3 3 3 1 1 2 1 3 2 2 1 2 1 3 1 3 1 1 1 1 3 3 3 1 1 1 3 1 1 3 3
## [25561] 3 3 1 1 1 3 3 2 1 3 3 1 3 3 3 1 1 3 1 3 1 1 1 1 3 3 1 3 1 1 1 3 3 3 1 1
## [25597] 1 1 1 2 2 1 3 3 3 2 2 1 3 1 3 3 3 1 3 1 1 1 3 3 3 3 3 1 3 3 2 3 3 1 1 3
## [25633] 1 3 2 1 1 1 3 1 1 3 1 1 3 3 3 1 3 3 1 2 2 3 3 1 3 3 1 3 1 1 1 3 3 3 1 3
## [25669] 1 3 1 3 1 3 2 3 2 3 3 3 1 3 2 3 3 2 1 1 3 2 3 3 3 3 1 1 3 3 1 1 3 3 2 2
## [25705] 1 3 3 2 3 1 3 1 3 3 3 1 3 3 1 1 1 3 3 1 1 2 1 3 3 1 3 1 3 3 1 3 2 2 2 1
## [25741] 3 1 1 3 3 3 2 3 3 2 2 1 3 3 3 3 1 3 3 1 3 1 3 3 1 3 1 1 1 1 3 1 1 3 3 2
## [25777] 2 1 3 3 1 2 1 3 3 1 1 1 3 2 3 1 3 1 1 3 2 3 3 3 1 3 3 3 1 1 1 3 1 1 1 3
## [25813] 1 1 3 1 1 3 2 3 2 3 1 1 1 1 3 3 2 2 1 1 3 3 2 3 3 3 1 3 2 3 3 3 1 1 3 1
## [25849] 3 3 3 1 3 1 1 3 2 1 2 3 2 3 2 3 1 2 3 3 3 1 3 2 3 3 3 2 2 1 1 2 1 3 2 3
## [25885] 3 3 3 3 3 3 3 1 1 3 2 1 3 3 3 2 3 1 1 3 1 1 3 3 3 3 1 3 1 1 1 3 1 3 2 3
## [25921] 1 3 1 3 3 2 1 3 1 3 1 2 3 2 3 1 1 1 1 3 3 1 3 1 3 2 1 1 3 3 3 2 1 2 3 1
## [25957] 3 3 1 3 3 3 3 3 1 3 3 1 1 1 1 2 3 3 2 3 1 3 3 2 1 3 1 1 3 3 1 3 2 1 1 2
## [25993] 2 3 2 3 3 3 2 1 3 3 1 1 1 3 3 3 3 1 1 3 2 1 2 1 3 1 3 3 3 2 2 3 1 1 3 1
## [26029] 2 2 2 3 3 3 2 1 1 1 2 3 1 1 3 2 2 3 3 1 3 3 3 3 3 1 3 3 3 3 3 3 3 3 3 3
## [26065] 2 3 3 1 1 3 1 1 3 3 3 1 1 1 1 3 1 3 1 3 3 1 3 3 3 1 3 3 3 1 3 3 3 1 1 3
## [26101] 1 2 2 3 1 3 1 2 1 3 1 3 3 1 3 3 3 3 3 3 1 1 2 2 1 1 3 3 3 1 1 3 3 1 3 1
## [26137] 2 3 1 3 3 2 1 1 1 1 1 3 1 3 3 1 3 1 1 3 2 1 3 3 3 3 3 3 3 3 3 1 1 3 1 1
## [26173] 3 3 1 3 1 1 3 3 3 2 3 1 1 3 3 1 1 1 3 2 2 3 1 3 3 3 3 3 2 3 3 1 2 3 3 1
## [26209] 3 3 1 3 2 3 1 1 3 1 3 1 2 1 1 1 1 3 3 2 3 2 3 3 1 2 3 3 3 1 2 1 1 3 3 3
## [26245] 2 3 1 3 1 3 3 2 1 1 3 2 2 1 3 3 1 1 3 2 3 3 1 2 3 2 1 1 1 1 3 3 1 2 2 3
## [26281] 1 1 3 3 1 1 3 1 3 2 3 1 1 1 1 2 1 1 3 3 1 3 1 1 1 1 3 1 1 3 1 1 3 2 3 3
## [26317] 1 1 3 1 1 1 3 1 1 3 2 2 3 3 3 1 3 1 1 3 3 1 3 1 3 3 1 2 1 1 3 3 1 3 3 3
## [26353] 3 1 3 3 3 1 3 1 3 3 1 3 1 3 3 3 1 3 1 3 3 3 1 1 1 3 3 2 1 3 1 2 3 3 3 1
## [26389] 3 3 1 1 3 1 2 1 2 1 1 2 2 2 1 3 1 3 3 3 3 3 3 1 3 1 2 3 3 3 1 3 3 1 1 2
## [26425] 1 1 2 3 1 3 1 3 3 1 3 3 3 3 3 3 1 1 3 3 3 3 1 3 3 3 3 1 3 3 3 3 2 1 3 3
## [26461] 1 1 1 2 3 1 3 1 1 3 1 3 2 3 1 2 3 3 3 3 1 3 3 1 3 1 3 1 1 3 1 3 1 1 3 1
## [26497] 1 3 3 1 3 1 2 3 2 1 3 2 3 3 3 2 2 2 1 3 3 1 2 1 3 3 3 3 3 3 2 1 1 3 1 1
## [26533] 3 1 3 1 2 2 2 2 3 2 2 3 3 3 2 3 2 1 3 1 1 3 1 1 3 3 1 1 3 3 2 1 1 3 3 3
## [26569] 1 3 1 3 1 3 3 1 1 1 3 1 3 3 1 3 3 1 1 3 1 1 3 3 3 1 1 1 1 2 1 2 1 3 2 3
## [26605] 1 3 2 1 3 1 1 1 1 3 2 3 1 2 3 1 2 3 3 3 3 3 2 3 1 2 1 1 1 3 3 1 1 3 3 2
## [26641] 1 1 3 1 1 3 1 3 3 3 3 3 3 1 1 1 1 3 1 3 1 3 1 1 3 2 3 1 3 3 3 1 1 3 2 3
## [26677] 3 1 1 2 3 3 1 3 1 2 1 3 2 3 3 1 1 3 1 3 2 3 3 1 2 3 3 3 1 1 3 3 3 3 3 3
## [26713] 2 3 1 3 2 3 2 3 1 3 3 2 3 1 1 1 3 3 1 3 2 1 3 3 3 1 3 1 1 1 3 1 2 1 2 3
## [26749] 1 1 1 3 3 3 2 3 2 3 1 3 3 1 2 3 3 2 3 3 3 2 1 1 1 1 1 2 3 2 3 3 3 1 1 3
## [26785] 3 3 3 3 1 3 2 3 1 3 3 3 1 3 3 1 3 1 1 3 1 3 1 3 2 3 3 3 3 1 3 3 3 3 3 3
## [26821] 1 3 3 3 3 2 3 3 1 1 3 3 3 1 1 2 3 3 2 3 2 1 3 2 1 1 2 3 2 3 2 1 3 3 1 1
## [26857] 1 3 1 2 1 3 1 2 2 2 3 3 1 2 1 1 3 1 1 1 1 1 1 1 3 3 3 3 1 2 3 2 1 2 2 3
## [26893] 2 1 3 3 3 2 1 3 3 3 3 3 1 3 1 3 1 1 3 3 1 3 3 1 3 3 3 3 1 3 3 3 3 3 3 1
## [26929] 3 1 1 1 2 1 3 3 3 3 3 1 1 2 3 2 3 2 3 3 2 3 1 3 1 3 1 1 1 3 1 1 3 2 3 2
## [26965] 3 1 1 3 3 3 1 3 2 3 1 1 1 3 1 1 2 3 3 1 1 1 3 3 1 1 3 1 1 3 3 3 3 3 3 3
## [27001] 3 3 3 3 1 3 1 2 3 1 3 1 3 1 1 3 1 3 1 1 1 3 2 3 1 2 1 1 3 3 3 1 1 1 1 3
## [27037] 3 3 1 3 3 2 1 2 2 1 3 1 1 1 3 2 1 1 3 3 1 3 2 1 1 3 3 3 3 3 3 3 3 1 1 3
## [27073] 1 1 3 1 1 3 3 3 3 3 1 3 2 3 1 1 3 3 1 3 1 1 3 1 1 3 3 2 3 1 3 1 1 2 3 3
## [27109] 1 1 3 1 3 1 1 2 1 2 1 3 3 3 3 3 3 1 3 1 1 1 2 3 1 1 3 2 1 3 2 3 1 3 3 2
## [27145] 3 2 3 2 3 3 1 3 1 3 1 2 3 3 1 3 3 3 3 3 1 3 2 3 3 3 1 1 3 1 2 3 2 3 1 3
## [27181] 1 3 3 3 3 3 1 1 2 3 3 3 3 3 3 2 1 2 3 1 1 1 3 1 3 1 3 3 3 1 3 1 3 3 3 3
## [27217] 3 1 3 1 1 3 3 2 2 1 1 3 1 2 3 3 1 2 1 3 1 3 3 1 3 1 3 1 3 1 1 3 1 3 3 1
## [27253] 3 3 3 3 2 3 2 1 2 3 2 1 3 3 1 3 3 3 2 1 2 1 1 1 1 2 1 3 1 1 3 2 3 3 1 3
## [27289] 1 1 3 3 3 3 1 1 1 3 1 1 2 3 1 3 1 3 2 3 1 2 1 1 1 3 3 1 1 3 2 3 1 3 2 2
## [27325] 3 3 1 2 1 2 3 3 1 1 1 2 3 3 2 1 1 3 3 3 3 3 3 3 1 2 1 2 1 3 2 1 1 1 3 3
## [27361] 1 1 1 3 1 3 3 3 3 3 1 3 2 1 1 3 3 3 3 3 3 3 3 3 3 3 2 3 2 2 1 1 1 1 3 3
## [27397] 3 1 1 1 1 1 3 1 3 3 1 3 3 1 1 3 1 3 1 3 3 3 1 1 1 3 3 3 2 2 3 1 3 3 2 1
## [27433] 1 3 3 1 2 1 3 1 3 1 3 1 3 2 3 1 3 1 3 3 3 2 3 3 3 3 3 1 1 1 3 1 1 1 1 3
## [27469] 3 1 3 1 1 3 3 3 3 3 1 1 1 1 2 1 3 1 3 3 3 1 1 3 3 3 3 1 1 3 1 3 3 3 1 3
## [27505] 2 1 2 1 1 3 1 1 3 3 3 2 3 3 3 3 3 1 2 3 1 1 3 3 3 1 3 3 3 3 3 2 3 1 1 3
## [27541] 3 1 1 3 3 3 3 3 1 3 3 1 3 1 2 2 3 2 1 1 3 2 3 3 2 3 1 3 3 2 2 3 1 3 2 1
## [27577] 3 3 3 3 1 1 1 3 1 3 3 3 3 3 1 3 3 3 1 3 1 2 2 3 3 2 1 3 3 3 3 3 3 3 1 3
## [27613] 3 1 3 2 3 3 1 3 3 3 3 1 3 2 3 1 1 1 3 1 1 1 1 3 2 3 3 3 3 1 3 1 1 1 2 3
## [27649] 3 1 2 3 2 3 3 3 3 1 3 2 2 3 3 3 2 1 3 1 1 3 3 1 3 3 3 1 3 3 3 2 3 3 1 2
## [27685] 1 3 1 3 2 3 3 3 1 1 3 3 1 2 1 2 1 1 3 1 2 3 1 3 3 1 2 3 3 3 3 1 3 3 1 1
## [27721] 1 2 1 2 1 1 1 2 3 3 1 3 3 3 1 2 3 3 3 3 3 1 2 3 3 2 1 1 3 1 1 1 1 3 1 1
## [27757] 3 2 3 3 1 3 1 1 3 1 3 1 1 3 2 3 3 3 3 2 3 3 1 2 3 1 2 1 3 3 3 1 3 1 3 3
## [27793] 3 3 1 1 3 3 2 1 1 3 1 1 3 3 1 2 3 3 3 2 3 2 1 3 1 1 3 3 1 3 3 3 1 3 1 3
## [27829] 3 3 3 2 1 3 2 1 3 3 3 1 3 3 3 3 3 1 1 3 1 2 3 1 1 1 1 3 3 1 1 1 3 1 3 1
## [27865] 1 1 3 1 3 3 2 1 3 3 2 1 2 2 3 1 2 3 3 3 3 1 1 1 1 1 2 1 3 3 3 3 1 1 1 1
## [27901] 3 3 1 3 1 3 3 1 1 3 2 3 3 2 3 3 3 2 1 3 1 1 2 2 3 3 3 1 1 2 3 3 1 3 3 3
## [27937] 3 3 3 1 3 1 3 2 1 1 3 1 3 3 3 1 1 3 1 1 1 3 3 1 1 1 2 1 3 1 1 3 3 1 3 3
## [27973] 2 3 1 1 3 1 1 3 3 3 3 1 3 1 3 3 3 1 1 1 3 1 3 3 1 1 3 3 1 3 1 1 3 3 3 3
## [28009] 1 1 1 1 1 3 1 3 1 3 3 3 3 1 3 1 1 2 3 3 3 2 1 1 3 3 2 2 1 3 1 3 1 2 3 3
## [28045] 1 3 2 3 3 3 1 3 3 3 3 3 3 3 1 3 2 1 1 3 1 3 3 3 3 3 3 1 3 2 2 3 1 3 1 3
## [28081] 3 1 3 3 3 3 3 2 1 3 1 3 3 3 1 3 1 2 3 3 1 1 3 3 3 1 3 1 3 1 3 3 3 3 1 3
## [28117] 3 3 1 2 1 3 1 1 1 1 1 3 3 1 3 3 1 1 2 1 1 3 1 3 3 3 1 3 3 1 1 2 1 2 3 3
## [28153] 1 3 3 1 3 3 3 1 1 1 2 2 1 2 3 1 3 3 1 3 3 3 3 2 1 1 3 3 1 2 3 2 1 3 1 1
## [28189] 3 3 3 1 1 3 3 1 3 1 1 3 1 1 1 1 1 2 3 3 3 3 3 3 3 1 3 3 1 3 3 3 3 3 1 1
## [28225] 3 1 3 2 3 3 3 3 1 1 1 3 3 1 3 1 3 3 1 1 1 2 3 2 3 1 1 3 1 2 3 3 3 1 1 3
## [28261] 3 1 3 3 3 3 3 3 2 3 3 3 3 1 1 1 1 1 3 3 1 2 1 1 3 2 3 3 2 3 3 3 1 2 1 2
## [28297] 1 1 3 3 1 1 1 3 1 1 3 3 3 3 1 3 3 1 3 1 2 1 3 2 1 3 1 1 3 1 2 3 2 1 3 3
## [28333] 1 1 2 3 3 1 3 2 3 1 1 1 1 1 1 1 3 1 1 2 3 3 3 1 1 3 1 1 2 3 3 3 1 2 3 2
## [28369] 1 3 2 2 1 1 3 3 1 1 3 1 1 1 3 1 3 1 2 3 2 3 3 3 2 1 2 3 2 1 2 2 1 1 3 1
## [28405] 2 1 3 3 2 1 3 1 3 2 3 2 1 3 1 3 2 3 1 3 3 2 1 3 3 2 3 3 1 1 3 3 2 3 1 3
## [28441] 2 1 3 1 1 1 2 3 1 1 3 2 1 3 1 2 3 3 2 3 2 1 1 3 3 3 3 3 1 3 1 1 1 1 1 3
## [28477] 3 2 3 3 3 1 1 3 1 1 3 2 1 1 2 3 1 1 1 3 3 1 3 2 3 3 3 1 3 3 1 1 1 1 3 1
## [28513] 1 3 3 1 1 1 1 3 1 1 2 3 3 3 3 1 3 1 3 3 1 3 3 3 1 3 1 2 3 2 3 3 3 1 1 1
## [28549] 3 3 1 1 3 3 3 2 3 3 3 1 3 1 1 2 3 3 1 3 3 3 2 1 2 3 1 3 1 1 3 3 3 1 3 1
## [28585] 1 2 1 3 3 1 1 3 3 3 1 3 3 3 3 3 3 2 3 3 3 3 3 3 3 3 3 3 3 1 1 1 1 1 1 2
## [28621] 1 2 3 1 3 1 1 3 1 3 3 1 3 3 1 1 3 3 1 2 1 3 3 3 3 2 2 3 2 3 2 3 3 2 3 1
## [28657] 2 1 1 1 2 2 2 3 3 3 2 3 3 1 1 3 3 3 1 3 1 3 3 2 3 1 3 2 1 3 2 2 1 3 3 1
## [28693] 2 1 3 2 3 3 3 1 3 1 3 3 1 3 2 1 3 2 3 2 3 1 1 1 3 1 1 3 3 1 1 3 3 3 3 1
## [28729] 3 3 1 3 1 3 1 1 3 2 1 2 3 3 3 3 2 1 3 3 1 3 1 3 1 3 3 3 1 2 3 3 3 3 2 3
## [28765] 3 3 3 3 2 1 2 1 2 3 1 1 3 3 1 3 3 1 3 2 3 2 3 2 1 3 2 3 3 1 2 2 3 3 3 1
## [28801] 2 1 3 3 2 3 3 3 3 1 1 3 3 1 1 2 1 2 2 1 1 2 1 3 3 1 3 1 1 3 3 1 3 3 3 2
## [28837] 3 3 3 1 3 3 3 3 1 3 2 3 2 3 1 2 3 1 3 2 3 3 1 1 1 1 2 2 3 3 1 1 3 3 3 2
## [28873] 3 1 2 1 3 1 1 2 1 3 1 1 3 1 3 3 3 1 3 1 3 1 3 3 3 2 1 1 3 3 1 3 2 3 1 2
## [28909] 3 1 2 3 1 1 1 1 2 2 3 1 2 2 3 3 3 1 3 1 3 1 3 3 3 3 3 3 3 3 3 1 1 2 3 2
## [28945] 3 2 3 2 3 1 3 3 3 1 3 1 1 2 3 3 1 1 2 3 3 3 3 3 1 3 3 3 1 2 1 1 3 3 1 1
## [28981] 3 3 3 1 3 2 3 3 1 3 3 3 2 2 1 3 3 3 1 2 3 1 2 3 3 2 3 1 3 3 2 1 3 1 1 1
## [29017] 3 3 3 1 1 3 1 3 3 1 3 1 2 3 1 3 1 1 2 3 3 2 3 2 3 3 1 3 2 3 2 3 3 3 1 1
## [29053] 2 1 1 1 3 1 3 1 1 3 3 1 1 1 3 3 3 3 1 1 3 3 2 3 1 3 3 3 2 2 1 1 2 3 3 3
## [29089] 2 3 2 1 3 1 3 3 3 1 2 1 1 1 3 2 1 1 3 3 3 1 3 1 3 3 3 1 3 3 3 3 2 3 2 3
## [29125] 3 1 3 1 3 3 3 1 3 3 3 1 1 3 3 3 3 3 1 3 2 1 1 3 3 3 3 1 2 3 1 3 2 1 1 3
## [29161] 1 2 3 3 1 2 3 3 1 3 3 1 1 1 1 3 3 2 3 3 3 1 3 1 3 3 3 2 3 3 3 2 3 2 3 1
## [29197] 3 3 1 1 1 1 3 2 1 3 1 2 2 1 3 1 3 1 2 1 1 3 1 3 3 1 2 3 3 3 3 3 3 2 1 3
## [29233] 3 3 3 3 3 1 3 1 3 1 3 3 1 3 3 2 3 1 1 1 3 3 3 3 3 3 3 3 1 1 1 1 3 1 1 3
## [29269] 1 3 3 3 3 2 1 2 1 3 2 3 2 3 1 2 2 3 1 1 2 2 2 1 3 1 1 3 2 3 2 1 3 3 3 1
## [29305] 3 3 1 1 1 1 3 3 1 1 2 1 3 1 3 3 1 2 3 3 1 2 1 2 1 1 1 3 3 3 3 3 3 2 2 3
## [29341] 2 2 2 1 2 1 1 1 1 1 3 2 1 1 1 2 3 3 3 3 1 3 3 3 1 1 1 3 3 2 3 3 3 1 2 1
## [29377] 2 1 1 1 3 3 3 1 2 3 3 1 3 2 1 3 3 1 1 3 3 1 2 1 1 1 1 2 3 3 1 3 1 1 3 2
## [29413] 3 1 1 3 3 3 2 1 1 2 1 3 3 3 3 2 3 2 1 2 2 2 1 1 3 1 3 2 3 2 2 1 1 3 1 2
## [29449] 1 3 3 3 1 1 1 3 3 3 3 3 3 3 3 3 3 3 2 1 3 2 3 3 2 1 3 3 1 3 3 3 3 3 3 1
## [29485] 2 3 3 3 3 1 3 2 1 1 3 1 3 2 3 3 3 2 1 3 1 3 2 2 3 3 1 3 1 1 1 3 3 3 3 2
## [29521] 3 1 3 1 3 3 3 3 1 3 1 1 3 3 3 3 1 1 1 1 1 3 3 3 3 2 3 1 3 2 3 1 1 1 3 3
## [29557] 1 3 3 3 3 1 3 1 1 2 3 1 1 1 3 1 1 3 2 1 3 3 1 3 1 3 3 1 1 1 1 3 2 2 1 3
## [29593] 1 3 3 2 3 1 1 2 3 1 2 3 1 1 3 1 1 2 3 3 2 1 2 3 2 3 3 1 1 3 1 3 1 1 1 2
## [29629] 1 3 3 1 1 2 2 3 1 3 3 3 3 2 1 3 3 3 1 1 1 1 1 3 3 3 3 1 2 1 3 1 3 1 1 1
## [29665] 1 1 3 1 1 2 1 3 1 3 3 3 3 3 1 2 1 3 1 2 3 2 1 1 1 3 3 3 2 1 3 3 3 3 1 1
## [29701] 3 3 1 3 1 3 1 3 3 1 3 2 2 1 1 3 3 3 1 1 1 3 1 3 2 3 3 3 3 1 2 1 1 3 3 2
## [29737] 3 3 3 1 3 3 1 1 3 1 1 3 3 3 1 3 3 3 2 1 3 3 1 1 3 3 2 3 1 3 1 3 1 2 2 1
## [29773] 3 1 3 1 3 3 3 1 1 1 1 3 1 3 2 3 2 3 3 3 1 3 3 1 1 3 1 3 3 1 3 1 3 1 3 3
## [29809] 1 3 3 3 1 1 3 3 1 1 1 3 1 1 3 3 3 1 3 3 3 3 1 2 2 3 3 3 3 3 2 3 2 3 2 3
## [29845] 1 3 2 2 1 1 1 1 3 1 3 3 3 1 3 1 1 3 3 1 1 1 3 3 3 3 1 3 1 3 3 3 1 2 3 1
## [29881] 1 2 3 2 3 2 1 1 3 3 1 3 3 3 1 1 3 3 3 2 3 1 3 3 2 1 3 2 3 3 3 3 3 1 1 3
## [29917] 3 3 2 2 2 1 1 2 1 1 3 3 3 3 3 3 3 3 2 3 1 3 2 1 2 3 2 1 3 3 1 3 3 1 3 3
## [29953] 3 1 1 1 1 2 1 1 3 1 1 3 2 3 3 3 1 3 3 3 1 2 1 1 3 1 2 3 1 1 1 3 3 1 1 3
## [29989] 2 3 3 3 3 2 3 3 3 1 3 1 1 1 2 3 3 3 3 1 1 3 1 3 2 3 3 2 1 3 1 1 1 2 1 3
## [30025] 3 3 2 3 3 3 3 2 1 3 1 2 3 3 3 3 3 1 2 1 1 1 1 1 2 2 3 3 1 1 3 1 3 1 3 1
## [30061] 2 1 3 1 2 1 3 3 3 2 3 2 3 1 1 2 3 3 2 3 3 3 1 1 3 3 3 3 3 1 3 2 2 2 1 1
## [30097] 1 3 1 1 1 3 1 1 2 3 1 3 2 3 3 3 3 3 3 3 1 3 3 1 1 3 3 2 3 3 3 3 3 3 3 3
## [30133] 1 1 1 3 2 1 3 3 1 1 3 1 2 1 3 1 1 3 3 2 2 3 3 3 1 3 1 3 3 1 1 3 2 3 1 1
## [30169] 1 1 1 3 3 3 2 3 1 3 2 3 1 3 3 3 2 3 1 1 3 1 1 3 1 3 2 3 1 3 2 3 1 3 1 3
## [30205] 3 3 3 2 3 3 3 3 3 3 3 3 1 3 3 1 3 3 3 3 3 1 3 1 3 3 1 3 3 3 1 3 3 1 2 1
## [30241] 3 3 3 3 2 1 3 3 3 1 1 1 3 1 2 1 3 3 3 1 1 3 3 2 2 3 3 1 3 1 1 2 1 3 3 1
## [30277] 3 1 1 2 3 1 1 3 2 1 3 3 3 3 1 1 3 1 2 3 1 1 3 1 3 1 3 3 1 3 3 2 3 1 3 3
## [30313] 3 2 1 1 3 3 3 3 2 3 2 2 3 3 2 3 3 2 3 1 1 1 1 3 1 3 3 2 2 1 1 1 3 3 1 1
## [30349] 3 2 1 3 3 1 3 3 3 3 1 3 2 1 1 2 1 3 3 1 2 3 1 3 3 1 3 3 1 3 3 3 2 1 3 3
## [30385] 1 1 1 2 2 3 3 3 3 2 3 3 3 3 3 3 2 1 1 1 1 2 1 3 3 3 1 3 1 3 1 3 3 1 3 2
## [30421] 3 1 3 3 3 3 3 1 3 1 1 1 2 3 1 1 3 3 3 3 2 3 3 3 3 1 3 3 2 3 3 3 1 3 3 1
## [30457] 1 3 3 3 1 1 1 2 1 1 2 3 3 2 1 3 1 2 3 3 3 1 3 1 1 3 3 3 3 2 3 3 3 3 1 2
## [30493] 2 1 3 2 3 3 2 1 3 1 3 2 1 1 1 3 2 3 1 1 3 2 3 1 3 1 3 3 3 3 1 2 1 1 3 3
## [30529] 3 1 3 3 1 1 1 1 3 3 2 1 1 3 3 3 3 1 3 1 2 3 2 3 1 1 1 3 2 1 1 3 3 3 1 2
## [30565] 2 1 1 1 1 2 1 3 3 2 3 1 3 3 2 1 1 1 3 1 3 3 2 3 1 3 1 3 1 2 1 3 3 3 3 1
## [30601] 2 1 2 3 3 3 1 3 1 3 3 3 1 1 1 3 1 1 3 2 2 3 3 3 2 3 1 2 3 2 1 3 2 1 3 1
## [30637] 2 3 3 3 3 3 1 1 3 3 1 3 1 3 1 1 3 1 1 2 2 1 3 1 1 3 3 1 2 3 3 2 1 1 1 2
## [30673] 2 1 3 1 3 3 1 3 3 1 1 1 3 3 3 1 1 2 3 3 3 1 3 1 3 3 3 1 2 3 3 1 3 3 1 2
## [30709] 2 1 1 1 1 3 3 3 1 3 1 3 3 2 1 1 3 3 3 2 1 1 1 3 3 1 1 3 3 3 1 3 1 1 1 2
## [30745] 3 3 2 3 2 2 3 3 1 1 1 1 1 1 3 3 3 1 3 1 2 3 1 1 3 2 1 3 3 1 3 3 1 1 2 3
## [30781] 3 3 3 1 1 3 3 1 3 2 3 3 1 1 2 1 3 1 1 3 3 3 3 1 2 3 3 3 1 3 3 3 2 1 3 2
## [30817] 3 2 2 1 1 3 2 3 2 3 2 3 3 1 3 2 1 1 1 1 2 1 1 3 3 3 1 2 1 3 3 1 3 3 1 3
## [30853] 2 3 3 1 3 3 1 1 3 3 1 3 3 3 3 1 3 1 3 3 1 3 1 3 1 3 3 3 3 2 3 3 1 3 3 2
## [30889] 3 3 2 1 3 1 1 3 3 3 2 3 3 1 3 3 3 3 1 3 3 1 3 3 3 3 3 2 3 3 1 1 1 2 2 3
## [30925] 3 3 3 1 3 1 1 3 3 3 3 1 2 3 2 3 2 1 3 1 3 3 1 1 3 3 3 3 3 2 1 3 3 1 1 1
## [30961] 1 1 1 2 3 1 3 3 3 3 3 3 1 1 3 3 3 3 2 3 1 2 3 1 1 2 1 1 1 1 3 2 3 1 3 1
## [30997] 2 3 3 2 3 3 3 3 1 3 3 3 3 1 1 1 1 3 1 3 3 1 3 1 3 3 3 1 2 3 1 3 1 3 2 3
## [31033] 3 3 3 3 3 1 1 1 2 3 1 3 1 2 2 3 3 1 3 1 1 3 1 2 1 3 3 3 3 3 3 1 1 3 3 3
## [31069] 1 2 1 2 1 3 1 1 1 3 1 1 2 1 1 3 2 3 1 1 1 1 3 3 3 1 3 1 1 2 1 3 3 3 3 2
## [31105] 3 3 2 3 3 3 1 1 3 3 1 3 3 3 3 3 3 1 3 3 3 1 2 2 3 3 1 3 3 3 3 1 1 1 3 1
## [31141] 2 1 1 3 3 1 3 3 3 1 1 2 3 3 2 3 3 3 3 3 3 1 1 1 2 3 2 1 1 1 1 2 2 3 3 3
## [31177] 1 2 1 1 3 2 1 3 1 1 2 1 1 3 3 3 3 1 3 3 1 3 3 1 1 1 3 3 2 3 3 3 3 3 1 1
## [31213] 1 2 1 2 3 1 3 3 3 3 3 2 2 3 3 2 3 3 1 1 1 2 1 3 3 1 3 3 3 3 2 1 1 3 2 3
## [31249] 1 3 3 3 3 3 1 2 3 3 1 3 3 3 1 1 1 3 3 2 3 3 1 1 3 3 1 3 3 1 1 3 3 1 3 3
## [31285] 1 1 1 2 3 3 1 1 3 2 1 2 1 1 1 1 3 3 1 3 3 3 1 2 2 1 3 1 1 3 2 1 3 1 1 2
## [31321] 3 3 3 3 3 1 3 1 2 1 3 3 3 2 3 3 1 3 2 1 3 3 3 3 1 3 1 3 1 2 3 3 3 1 3 2
## [31357] 2 1 3 1 1 2 1 2 2 3 2 3 3 2 1 1 3 1 1 3 3 1 1 1 1 1 3 3 3 3 2 1 1 1 3 1
## [31393] 3 2 1 3 1 1 1 3 1 3 3 3 1 1 1 1 3 1 3 3 1 1 1 3 1 3 1 3 3 2 2 3 3 3 3 3
## [31429] 1 3 3 2 1 3 3 1 1 2 1 3 1 3 1 3 1 3 3 1 1 3 1 1 3 1 1 1 3 1 3 2 2 3 1 1
## [31465] 3 2 1 2 1 3 3 1 1 3 3 1 2 3 3 3 3 3 1 3 3 3 3 1 1 2 3 1 3 2 3 3 2 3 1 3
## [31501] 1 2 3 1 3 3 1 1 2 3 3 3 3 3 1 3 3 3 1 3 3 3 3 3 3 1 2 1 1 1 3 2 3 1 1 3
## [31537] 2 2 2 3 3 3 3 2 3 3 1 3 1 3 1 3 1 1 2 3 2 2 1 1 3 1 2 1 1 1 1 1 3 3 2 3
## [31573] 3 2 3 3 3 3 1 3 1 1 1 3 3 2 3 3 2 3 2 1 1 1 3 3 2 1 2 1 3 2 2 1 3 3 3 3
## [31609] 3 1 3 3 1 3 2 1 1 1 1 3 1 1 3 1 1 1 3 2 2 1 1 2 1 2 3 1 3 1 2 3 3 1 1 1
## [31645] 1 2 3 1 1 2 3 3 1 3 3 2 3 1 1 3 3 2 3 3 3 1 3 1 3 3 1 1 3 3 3 3 3 1 3 2
## [31681] 1 3 3 2 3 1 1 3 3 3 3 3 1 3 2 2 1 3 1 3 1 3 3 1 1 2 3 3 1 1 3 3 3 2 3 3
## [31717] 3 1 1 1 3 1 1 2 1 3 1 3 3 1 1 3 1 1 1 3 1 1 1 1 1 1 2 2 1 3 3 3 1 3 3 3
## [31753] 3 3 2 1 3 3 3 3 3 1 1 3 3 1 3 1 3 1 3 1 2 3 1 1 3 3 1 3 2 2 3 1 1 2 3 1
## [31789] 3 1 3 3 2 1 3 3 2 3 2 3 1 1 1 3 1 1 3 1 3 1 3 3 3 2 3 3 3 3 3 2 3 3 2 1
## [31825] 3 1 3 1 3 1 2 3 2 3 3 2 1 1 3 3 3 3 3 3 1 3 3 3 3 1 1 2 3 3 3 1 3 1 1 3
## [31861] 3 1 2 1 1 2 3 3 1 1 1 3 3 1 1 3 2 2 3 1 2 1 3 1 1 3 2 3 1 1 3 1 2 3 1 3
## [31897] 1 1 1 1 3 1 3 1 2 3 3 1 3 1 1 1 3 3 3 3 3 1 3 1 3 1 2 1 1 1 3 3 1 1 3 3
## [31933] 1 1 2 1 3 1 1 3 3 1 3 3 3 1 3 1 3 1 3 2 3 1 3 3 1 3 1 1 1 2 1 1 2 1 3 2
## [31969] 1 3 1 3 3 1 2 1 3 3 1 1 3 1 3 1 1 3 1 3 3 3 3 3 1 1 3 3 1 1 1 3 2 3 1 3
## [32005] 1 2 1 1 2 1 1 1 1 3 2 2 3 1 1 1 3 1 3 1 1 2 1 1 2 3 2 3 3 3 2 1 1 2 3 3
## [32041] 2 3 3 1 1 3 3 3 1 3 3 1 2 1 3 1 1 2 1 1 3 1 1 2 3 1 3 3 2 1 1 1 3 1 3 1
## [32077] 3 3 1 1 1 3 1 1 3 1 1 3 3 3 1 3 2 3 3 1 3 1 1 3 1 3 3 3 1 3 3 3 1 3 3 1
## [32113] 3 2 1 3 1 3 2 3 3 3 1 3 2 2 3 1 1 2 1 1 3 3 1 3 3 3 1 3 3 3 2 1 3 1 2 2
## [32149] 2 3 1 3 1 1 1 1 3 1 2 3 1 3 2 3 1 1 3 3 1 3 3 2 3 3 3 2 3 1 1 3 3 1 3 3
## [32185] 1 3 1 1 3 2 3 1 3 1 3 3 1 2 3 1 3 2 3 1 3 3 3 2 3 1 3 1 3 1 3 3 1 3 3 3
## [32221] 3 3 3 3 2 2 3 3 1 3 3 2 1 1 3 1 2 1 3 3 3 3 3 1 3 1 3 3 3 3 1 3 3 1 3 1
## [32257] 3 2 1 1 1 1 3 3 1 3 1 1 1 3 1 2 1 3 2 2 1 3 3 2 1 1 3 3 3 1 3 3 3 3 3 3
## [32293] 1 1 1 1 3 2 3 1 1 3 3 2 3 3 1 3 3 3 3 3 3 1 1 2 2 1 2 3 3 1 3 3 2 3 1 3
## [32329] 3 1 1 1 2 1 2 1 3 1 3 3 3 1 1 3 2 2 1 3 3 1 1 2 3 1 1 3 1 3 1 3 1 1 2 1
## [32365] 3 3 1 3 1 1 1 3 1 1 1 3 1 1 1 3 3 3 1 1 3 1 3 1 1 1 3 3 3 2 1 2 1 2 2 1
## [32401] 1 3 1 1 2 2 1 3 3 3 1 1 2 3 3 3 3 3 1 1 1 3 1 2 3 3 1 1 1 1 1 3 1 3 1 3
## [32437] 3 3 1 1 3 3 1 1 2 3 3 2 1 3 2 2 1 1 1 1 1 1 3 1 1 3 2 3 3 3 3 1 1 3 1 2
## [32473] 1 3 3 1 2 1 3 3 3 1 1 1 3 1 3 2 1 3 2 1 2 2 3 3 2 1 1 3 2 3 1 1 3 1 3 1
## [32509] 3 1 1 3 3 3 3 3 3 1 3 3 3 1 2 3 3 3 3 1 2 2 3 3 3 1 1 3 3 3 3 3 3 3 1 2
## [32545] 2 2 1 1 1 3 3 3 3 2 3 1 3 3 2 2 3 2 3 2 3 3 2 2 1 1 1 1 3 3 3 2 3 3 1 1
## [32581] 1 3 3 3 3 1 2 2 1 3 1 3 2 3 3 1 3 3 1 1 2 1 2 3 1 3 2 3 1 3 3 3 3 3 1 3
## [32617] 3 3 3 3 3 3 3 1 3 3 3 1 2 1 1 2 3 1 3 2 3 1 3 2 3 3 3 2 1 1 3 1 1 1 1 3
## [32653] 3 1 1 2 1 3 1 1 3 1 3 3 1 2 3 3 3 3 1 1 3 2 3 3 3 3 2 3 3 3 1 1 2 1 1 1
## [32689] 1 3 3 3 2 3 3 3 3 3 1 1 1 2 3 3 3 1 3 3 1 3 2 3 2 3 1 3 1 2 1 1 1 1 3 3
## [32725] 1 1 1 1 3 3 1 1 3 3 2 1 2 1 1 2 3 1 3 3 1 3 3 3 3 1 1 3 1 1 1 3 3 3 1 1
## [32761] 3 3 3 3 3 1 1 3 3 3 3 1 3 2 3 1 1 3 3 1 3 3 3 3 1 1 3 1 1 1 1 3 3 3 3 1
## [32797] 1 1 1 1 1 1 3 1 1 3 1 3 1 1 3 1 1 3 1 3 2 1 1 3 1 1 2 1 3 2 3 2 1 2 1 3
## [32833] 3 3 1 1 3 3 2 1 3 1 3 3 3 3 3 3 1 1 3 3 1 1 3 3 1 3 3 3 1 3 1 1 3 2 2 3
## [32869] 3 1 1 3 1 1 3 1 3 1 1 1 3 3 2 1 1 3 1 2 2 1 3 1 3 3 1 3 2 1 3 3 1 3 1 1
## [32905] 3 3 2 2 1 1 3 1 3 3 1 3 3 1 2 1 1 1 1 3 2 1 1 2 1 3 3 1 1 3 3 3 3 1 1 1
## [32941] 3 2 1 3 2 3 3 3 1 1 1 1 3 2 3 3 3 3 3 3 1 3 3 2 2 1 3 2 3 3 3 2 1 1 3 3
## [32977] 2 2 3 3 1 1 1 1 2 3 1 1 2 3 1 3 3 1 1 3 2 2 2 3 3 3 3 3 2 1 3 3 3 1 1 1
## [33013] 3 3 3 1 3 3 1 3 1 3 3 1 1 1 1 3 1 1 3 3 3 2 2 3 2 1 1 3 3 1 3 3 3 2 3 3
## [33049] 3 3 3 3 1 3 3 1 3 1 2 3 3 3 3 3 1 1 3 1 3 2 2 3 3 2 1 3 1 1 3 1 1 2 1 1
## [33085] 1 3 3 3 3 3 1 2 3 3 1 3 3 3 1 1 1 1 3 3 1 1 3 1 3 2 3 3 2 1 3 3 3 1 3 1
## [33121] 3 2 2 1 1 3 3 3 1 3 1 1 3 1 3 2 1 1 1 3 1 3 3 1 3 2 1 3 3 3 3 3 3 1 1 3
## [33157] 3 3 3 3 1 3 1 1 3 3 3 1 2 3 3 3 3 3 3 3 3 3 3 2 3 2 3 2 1 1 3 3 3 1 3 2
## [33193] 1 3 3 1 3 1 1 3 1 1 1 3 3 2 1 1 3 3 3 1 3 1 3 1 1 2 3 3 3 1 3 1 2 3 3 3
## [33229] 1 3 2 3 1 3 3 1 2 1 1 3 3 1 3 1 2 3 3 1 1 1 3 1 3 2 3 1 3 3 3 3 2 2 3 1
## [33265] 3 3 3 1 3 1 3 1 3 1 1 2 1 3 3 3 3 1 1 1 3 2 2 3 3 3 3 1 1 3 3 1 3 3 3 1
## [33301] 3 1 1 1 3 1 1 3 3 1 2 2 1 3 1 1 1 2 1 1 3 3 1 2 2 1 1 1 1 1 3 3 1 2 3 3
## [33337] 3 3 3 2 1 3 1 1 1 3 3 3 2 3 3 3 3 3 1 3 2 1 3 3 2 1 1 1 3 3 1 1 3 3 2 2
## [33373] 1 2 3 1 1 3 1 3 3 1 3 3 3 1 3 3 1 3 2 1 2 3 1 1 3 3 3 1 1 1 3 1 1 1 3 1
## [33409] 3 1 2 3 3 2 1 2 2 1 3 3 2 3 3 3 1 3 3 3 2 3 3 3 1 3 3 3 3 2 3 3 1 3 3 3
## [33445] 3 3 3 1 3 1 1 3 1 1 3 1 3 3 3 3 3 1 3 2 1 1 3 3 3 1 3 1 3 2 3 1 2 2 3 2
## [33481] 3 1 3 3 3 3 2 1 3 3 3 2 3 1 2 1 2 1 1 3 2 2 3 1 1 3 3 2 3 3 1 1 2 1 1 2
## [33517] 3 1 3 2 3 3 3 1 3 3 3 3 1 3 1 3 1 1 3 3 3 3 3 3 1 3 1 1 3 2 1 3 1 1 2 3
## [33553] 3 3 3 1 3 1 3 3 3 3 3 3 2 3 3 3 1 1 3 1 1 2 3 3 2 3 1 1 3 3 1 1 2 3 3 2
## [33589] 1 2 1 3 3 1 1 3 2 2 3 3 3 3 3 1 2 3 3 1 1 1 1 2 3 1 1 3 2 3 3 3 1 1 3 3
## [33625] 1 1 1 1 1 3 3 3 1 1 3 1 1 2 3 3 3 3 1 1 3 3 3 1 1 3 3 1 3 3 3 3 1 3 2 2
## [33661] 3 1 3 3 3 1 1 2 1 3 3 3 3 3 3 3 3 2 1 2 3 3 3 1 3 1 3 3 1 3 1 3 3 1 3 1
## [33697] 1 3 2 2 1 3 2 2 3 1 1 3 3 3 1 3 1 3 1 1 3 3 3 3 2 1 3 3 3 2 3 1 1 2 2 3
## [33733] 3 1 3 1 1 3 2 1 3 1 3 3 1 2 2 3 2 3 1 3 1 1 1 2 3 3 3 3 3 1 1 3 3 1 3 2
## [33769] 1 1 2 3 1 1 3 3 1 3 3 3 3 2 2 3 2 3 1 1 1 3 3 3 1 2 1 3 2 1 3 3 3 3 3 3
## [33805] 3 2 3 3 3 1 1 3 1 3 3 1 3 3 3 3 1 3 3 1 3 3 3 1 1 3 1 2 3 3 1 2 3 1 3 3
## [33841] 2 1 1 3 2 2 1 2 3 3 3 3 3 3 1 3 1 2 3 3 2 1 3 2 3 3 2 1 3 3 1 1 3 1 3 2
## [33877] 1 3 1 3 2 1 3 3 3 1 1 1 2 1 3 1 1 3 3 1 1 3 3 2 3 3 3 2 3 3 3 1 1 2 3 3
## [33913] 3 2 2 3 1 3 1 1 1 3 1 1 1 3 1 2 1 2 2 2 3 2 3 3 3 2 2 3 1 3 3 3 1 1 3 3
## [33949] 2 1 3 2 3 1 1 1 3 3 3 1 2 3 1 3 1 2 3 3 3 3 3 3 1 3 3 3 3 1 1 3 1 1 1 3
## [33985] 1 1 2 1 1 2 3 3 1 2 1 1 1 1 3 3 1 1 2 3 3 2 3 3 1 2 3 1 3 2 3 1 1 3 1 2
## [34021] 3 3 2 1 3 3 3 1 1 3 2 3 2 1 1 3 2 3 3 2 3 3 1 2 1 3 1 2 1 3 3 3 3 2 2 2
## [34057] 1 1 1 1 3 1 3 1 3 2 1 2 3 1 3 3 1 3 3 1 1 3 3 3 3 1 3 1 3 1 3 3 3 2 2 2
## [34093] 1 3 2 1 3 3 1 3 1 1 3 1 3 3 1 2 2 1 3 2 3 2 3 1 3 3 1 1 2 3 3 3 3 3 3 3
## [34129] 3 1 2 1 3 3 1 3 3 1 3 3 3 1 2 3 3 3 2 1 1 3 3 3 3 1 3 1 1 3 1 3 3 1 3 1
## [34165] 1 3 3 1 1 2 3 3 3 1 1 1 3 1 1 3 2 1 1 3 2 3 3 1 2 2 1 2 1 3 1 3 1 1 1 1
## [34201] 1 1 3 1 1 1 1 3 2 3 1 3 1 1 3 3 1 3 1 3 1 3 3 3 2 1 1 3 2 1 1 3 3 3 1 2
## [34237] 1 1 3 3 1 1 3 3 2 3 3 3 1 1 2 3 3 3 2 3 1 3 3 3 1 2 3 1 2 3 3 3 3 2 3 1
## [34273] 1 1 3 3 1 3 3 2 2 3 3 3 1 3 1 3 3 2 1 3 1 3 1 3 3 3 1 1 3 3 3 3 2 1 3 3
## [34309] 3 1 3 1 3 2 3 1 1 1 1 3 1 1 3 2 3 1 1 3 2 1 1 3 3 3 3 1 1 3 3 3 1 1 1 3
## [34345] 3 1 1 1 3 2 3 3 3 3 3 3 1 3 2 3 1 1 1 1 2 2 3 3 1 3 1 1 3 1 3 1 1 3 2 1
## [34381] 1 3 3 3 3 1 2 1 3 2 3 1 3 2 1 3 1 3 3 2 1 3 3 3 3 3 3 3 3 3 1 2 1 3 3 1
## [34417] 1 3 1 3 1 3 1 1 3 1 3 3 3 1 3 2 1 1 1 1 3 3 1 1 3 3 1 3 1 3 3 1 1 3 3 3
## [34453] 1 3 2 3 3 3 3 3 2 3 2 3 3 2 1 3 3 1 1 2 3 3 2 3 1 3 3 2 2 1 1 3 3 2 1 1
## [34489] 3 2 2 3 1 1 1 3 1 1 1 1 3 3 3 1 3 1 3 3 3 1 1 1 1 1 2 3 3 3 1 3 1 3 3 2
## [34525] 1 1 2 3 3 1 3 1 1 3 3 2 2 3 1 3 3 3 2 1 2 1 1 3 3 1 3 3 3 1 3 3 3 1 3 1
## [34561] 3 1 1 1 1 2 3 1 2 1 1 1 1 2 3 3 1 3 1 3 2 2 3 1 3 3 3 1 3 3 3 3 3 3 2 1
## [34597] 2 2 1 1 3 3 3 1 3 3 3 2 3 3 3 3 2 1 1 1 3 3 1 3 3 3 3 3 1 3 1 1 3 2 2 3
## [34633] 1 3 1 3 3 3 1 1 3 3 3 3 1 3 3 3 1 3 1 3 2 2 2 3 1 3 1 3 3 3 3 1 3 3 3 1
## [34669] 2 1 2 2 1 1 1 1 3 1 1 1 1 1 2 3 1 3 3 2 2 2 1 1 1 3 3 1 1 3 3 3 1 3 1 3
## [34705] 3 1 3 2 3 3 3 3 1 3 1 1 1 3 2 1 1 3 2 3 3 3 3 1 1 3 3 2 3 1 1 3 3 2 2 1
## [34741] 3 3 3 1 1 1 3 1 3 3 3 3 3 2 1 3 3 3 1 1 1 1 1 2 2 3 3 3 3 1 1 3 3 2 3 3
## [34777] 3 1 1 3 3 1 3 1 1 1 3 1 2 1 1 3 1 3 3 1 1 1 1 3 2 3 3 1 3 3 1 1 1 1 3 2
## [34813] 3 1 1 3 3 2 3 2 2 1 1 2 1 3 3 2 1 1 3 2 1 3 3 1 1 1 3 1 3 3 3 1 1 3 3 3
## [34849] 1 3 1 3 1 1 3 1 2 3 1 3 3 1 2 1 3 1 3 2 2 3 3 3 3 3 2 3 2 3 2 1 3 2 2 2
## [34885] 2 3 1 2 3 3 2 2 3 3 3 1 2 1 1 3 3 3 3 3 1 3 1 1 1 1 2 1 3 2 1 1 1 1 3 3
## [34921] 3 1 2 1 1 1 3 3 2 3 3 3 1 3 3 3 3 3 1 3 3 1 1 3 1 1 3 1 3 3 3 1 1 3 3 3
## [34957] 3 1 3 2 2 1 1 1 1 3 3 1 1 1 1 1 1 3 1 1 3 1 3 3 3 3 1 3 1 2 2 2 1 1 2 3
## [34993] 3 1 1 3 1 1 1 2 3 1 3 3 3 2 2 1 3 3 3 1 3 1 3 3 1 1 1 1 1 1 3 3 1 3 1 3
## [35029] 3 1 1 3 3 3 3 3 2 3 3 3 3 1 1 3 1 3 1 1 3 3 3 3 3 3 3 3 1 3 3 3 3 1 3 3
## [35065] 1 3 2 3 1 3 3 3 3 2 1 3 1 3 3 3 3 3 1 1 2 1 3 1 3 1 3 3 1 1 3 3 1 1 1 3
## [35101] 1 3 2 1 3 2 3 3 3 1 3 3 1 1 3 3 3 3 3 3 3 1 2 3 3 1 3 1 3 1 3 3 3 3 1 1
## [35137] 1 1 2 3 1 3 3 1 2 3 2 3 3 1 1 1 3 3 3 3 3 1 3 2 1 1 3 2 1 2 2 3 3 1 3 1
## [35173] 3 1 3 1 3 3 3 3 3 1 1 3 3 3 3 3 1 1 3 1 1 3 3 1 3 1 3 3 3 3 3 1 1 2 1 3
## [35209] 1 1 1 3 3 3 3 2 3 2 3 2 3 3 1 2 3 3 1 1 1 2 3 2 3 2 3 3 1 3 3 1 2 1 3 1
## [35245] 2 3 3 3 2 2 3 1 3 1 3 1 1 1 1 3 2 3 1 3 1 3 3 3 1 1 3 1 3 3 3 2 2 2 2 3
## [35281] 3 1 3 3 1 3 2 3 3 3 3 1 3 1 1 1 1 1 2 1 3 1 1 3 1 3 3 3 1 2 3 3 1 2 3 1
## [35317] 1 3 1 3 3 3 1 1 2 3 3 1 3 1 1 1 1 3 2 3 3 1 3 2 3 1 2 1 3 3 1 1 3 3 3 3
## [35353] 3 2 2 1 2 3 3 3 3 1 1 3 3 1 3 2 1 1 1 1 1 3 1 3 1 2 1 1 1 3 3 3 3 2 3 3
## [35389] 2 3 3 3 3 3 3 1 3 2 3 1 1 2 1 1 3 2 1 1 2 1 2 1 3 2 2 2 3 3 1 1 3 3 1 2
## [35425] 1 3 1 3 1 3 1 2 3 1 3 2 3 3 2 3 3 3 3 1 3 3 3 1 3 3 2 3 3 1 3 3 3 3 3 1
## [35461] 1 1 3 3 3 1 1 1 3 1 1 3 3 1 1 3 3 3 3 3 3 1 3 3 3 3 1 2 2 3 3 3 1 2 3 3
## [35497] 1 1 1 3 1 1 3 1 1 3 3 3 3 3 1 1 3 2 1 1 1 1 2 1 3 1 1 1 3 1 1 1 3 3 3 1
## [35533] 3 1 3 3 3 3 3 1 2 3 2 3 3 3 3 3 3 3 3 3 1 1 3 3 1 1 3 3 3 2 1 3 1 1 1 1
## [35569] 3 3 3 2 3 1 3 3 1 1 3 2 2 2 3 1 3 2 3 2 1 3 3 2 3 3 3 3 3 2 3 2 2 1 1 1
## [35605] 3 1 3 2 3 3 3 1 3 1 1 2 1 1 1 3 1 3 3 3 3 3 3 3 3 3 3 3 3 1 3 1 3 2 3 1
## [35641] 3 1 1 3 1 1 3 3 2 1 1 3 3 1 3 3 3 1 3 1 3 1 2 1 3 3 1 1 3 1 1 1 3 3 2 1
## [35677] 1 1 3 2 1 2 3 3 3 3 2 3 1 3 1 3 1 3 3 1 3 3 2 2 1 1 3 3 3 3 3 1 3 3 2 1
## [35713] 1 1 3 3 1 3 2 1 3 1 1 3 1 3 1 3 1 2 3 3 3 3 2 1 3 3 3 1 3 3 1 3 1 3 1 2
## [35749] 3 3 3 3 1 1 3 1 2 3 2 3 3 2 1 2 3 3 3 1 3 3 1 2 3 3 3 1 3 1 2 3 1 1 3 2
## [35785] 3 2 2 1 1 3 3 2 3 3 3 3 1 3 3 2 3 3 1 3 3 3 2 3 2 3 3 3 1 3 2 2 3 1 1 3
## [35821] 3 2 3 3 3 1 1 3 3 3 1 3 2 1 1 2 1 1 1 1 3 1 1 3 3 3 1 1 3 3 2 2 1 3 3 3
## [35857] 3 1 3 1 3 3 1 2 2 3 1 2 3 1 3 3 3 1 3 3 1 3 3 3 2 3 3 3 1 1 1 1 3 3 1 1
## [35893] 3 2 2 1 1 1 2 3 3 2 3 1 1 1 3 3 2 3 3 1 1 3 1 3 3 1 3 2 3 1 3 3 1 1 3 3
## [35929] 1 3 3 2 1 3 1 2 3 3 3 1 1 1 2 3 3 3 3 3 3 3 3 1 1 2 3 3 3 2 1 2 1 1 1 1
## [35965] 2 3 1 1 1 3 2 3 1 2 3 3 1 2 1 3 1 1 3 3 1 3 3 2 3 3 3 3 3 1 3 2 1 1 1 3
## [36001] 1 1 3 3 3 3 3 3 1 1 3 3 1 3 1 3 1 3 1 3 3 3 3 1 1 3 3 2 1 1 1 3 3 1 3 3
## [36037] 1 3 3 3 2 3 3 1 3 3 3 1 1 2 3 3 2 1 1 3 1 3 1 3 3 1 1 2 2 3 3 3 1 3 3 1
## [36073] 3 1 3 2 1 1 1 3 3 3 3 3 3 1 1 3 1 1 2 2 1 3 3 1 3 3 3 3 1 3 1 3 2 3 3 3
## [36109] 1 3 3 3 1 1 3 3 1 1 3 3 2 3 1 3 3 1 3 1 1 3 1 3 3 1 3 2 3 3 1 1 3 3 2 2
## [36145] 3 1 1 3 3 1 1 2 3 3 1 1 3 3 1 1 1 3 1 3 3 1 2 3 3 1 3 1 3 1 3 1 3 3 2 1
## [36181] 3 2 1 3 1 1 1 1 1 3 1 1 3 2 2 3 3 3 1 1 1 3 3 3 2 3 1 3 1 3 1 3 1 3 3 3
## [36217] 3 3 2 3 1 1 1 1 1 2 3 3 1 1 2 1 3 1 1 1 3 2 1 1 3 2 1 3 2 3 3 1 2 2 2 3
## [36253] 3 1 1 3 3 3 3 1 1 1 1 2 3 3 1 3 2 3 2 1 2 2 3 3 3 1 1 3 3 1 3 1 2 3 3 1
## [36289] 1 3 1 3 3 2 1 3 3 3 1 3 1 3 1 3 3 1 2 3 2 1 2 1 2 3 1 2 1 1 3 1 2 2 3 2
## [36325] 3 3 1 1 3 1 1 2 1 1 1 3 1 3 1 1 1 2 1 3 3 1 1 1 1 1 3 3 3 1 3 3 1 3 3 1
## [36361] 1 1 3 1 1 3 2 3 2 3 2 1 3 3 2 3 3 1 3 3 3 1 3 3 2 2 1 3 1 1 3 1 3 1 1 3
## [36397] 2 3 1 1 3 1 1 3 1 1 1 1 3 2 1 3 2 3 1 3 3 2 2 3 3 1 3 3 2 1 2 3 2 1 3 3
## [36433] 3 2 2 1 3 2 3 1 2 2 1 3 1 3 3 1 3 3 1 3 3 1 1 2 1 3 3 3 3 3 3 3 1 1 3 3
## [36469] 3 1 1 1 1 3 3 1 1 2 3 3 3 3 2 3 1 3 3 1 3 1 2 2 1 3 1 3 3 3 3 1 3 1 1 3
## [36505] 1 1 3 2 2 3 1 3 3 3 3 1 1 2 1 3 2 3 3 1 2 3 1 3 1 3 3 3 1 3 1 3 2 3 1 2
## [36541] 1 2 3 3 1 1 2 1 1 1 1 1 1 3 3 3 3 3 1 1 3 1 1 3 1 1 3 1 3 2 2 3 3 3 3 1
## [36577] 1 3 3 3 2 3 1 3 1 1 1 1 3 1 3 1 3 1 1 1 3 3 3 1 3 3 1 1 3 3 2 2 1 2 3 3
## [36613] 2 1 1 1 3 3 1 3 3 2 2 3 2 3 2 1 1 3 2 2 3 1 3 3 1 3 1 2 1 3 1 1 1 3 3 3
## [36649] 3 1 3 1 3 3 3 1 1 3 2 1 1 3 1 3 1 2 1 1 1 3 1 2 1 3 2 3 1 1 1 1 1 3 3 3
## [36685] 3 2 3 3 3 3 2 2 1 3 1 3 1 3 1 3 3 3 3 1 3 2 3 1 2 3 3 3 3 3 3 3 3 3 1 2
## [36721] 3 3 3 2 1 1 2 1 3 2 3 1 3 3 3 3 1 3 3 3 1 1 3 2 1 3 2 2 3 1 2 1 1 3 2 1
## [36757] 2 3 3 3 2 1 3 1 1 1 3 3 3 3 1 3 2 1 1 3 1 3 3 3 3 3 2 2 3 2 3 3 1 1 3 2
## [36793] 3 2 1 2 1 3 3 3 1 1 3 1 3 3 3 2 2 1 1 1 1 1 3 1 1 3 1 1 1 3 1 1 3 1 3 3
## [36829] 1 3 1 3 3 1 1 2 3 3 2 3 1 3 3 3 3 1 3 3 2 3 1 3 1 2 2 3 1 1 2 1 3 1 1 3
## [36865] 1 3 3 1 2 3 1 3 3 3 3 3 1 1 1 3 3 1 3 3 1 3 3 1 3 1 1 2 1 3 3 1 1 1 3 3
## [36901] 3 3 1 3 3 1 1 3 3 1 1 2 3 3 3 3 3 1 1 1 3 1 3 3 3 2 3 3 2 3 3 3 3 1 3 1
## [36937] 2 1 1 1 3 1 3 3 1 3 1 3 3 3 3 1 1 3 3 1 1 2 1 3 1 3 3 3 1 2 2 2 1 2 1 3
## [36973] 2 1 3 2 1 3 1 1 1 3 3 1 2 3 3 1 3 2 3 2 3 1 1 2 3 3 3 1 3 3 2 3 1 3 3 2
## [37009] 1 3 3 3 1 1 1 2 1 3 1 1 2 3 3 3 3 2 3 3 1 3 1 3 3 3 1 3 1 3 1 3 3 3 3 3
## [37045] 1 3 3 3 1 3 3 3 2 1 3 3 1 1 3 3 1 1 1 3 3 2 1 1 3 3 1 3 3 2 3 2 3 3 1 1
## [37081] 3 3 3 3 1 2 3 1 3 1 3 1 1 3 2 1 3 1 1 2 1 1 1 3 1 3 3 2 3 1 3 1 2 3 1 2
## [37117] 1 3 3 3 2 1 1 1 1 3 3 3 3 1 1 1 2 1 1 3 1 2 1 2 1 1 1 3 1 1 3 2 3 3 3 3
## [37153] 1 1 1 2 1 3 1 3 3 2 1 2 3 3 1 1 2 2 2 3 3 3 3 2 1 2 1 3 1 1 3 1 3 2 2 3
## [37189] 2 3 3 2 2 2 3 2 3 3 1 3 1 1 3 1 3 3 3 3 1 1 1 2 1 3 1 1 3 1 1 3 3 3 3 2
## [37225] 3 3 2 3 3 1 1 1 2 3 3 3 3 1 3 2 3 3 3 2 3 1 3 3 1 3 2 3 1 1 2 1 1 2 1 3
## [37261] 3 3 3 1 3 1 1 1 1 3 3 3 1 1 3 2 1 3 3 1 1 1 3 2 3 3 1 1 2 1 2 3 3 2 3 3
## [37297] 3 2 3 3 2 1 2 1 3 1 1 3 2 3 3 1 2 1 3 3 2 1 1 2 1 2 1 1 1 3 1 3 2 1 3 3
## [37333] 1 3 1 1 3 3 1 3 1 3 1 1 3 1 1 3 1 2 2 3 3 1 3 1 1 1 1 3 1 3 1 1 2 2 2 3
## [37369] 3 1 1 3 2 3 1 1 1 2 2 3 2 3 2 1 1 2 3 1 1 1 1 2 2 2 2 3 1 3 3 1 3 3 1 2
## [37405] 1 3 3 1 1 2 3 3 1 3 1 3 3 2 1 3 3 1 3 3 3 2 3 3 3 2 3 3 3 1 3 3 1 3 3 1
## [37441] 3 3 1 3 3 2 3 3 1 1 1 1 3 1 1 3 3 3 3 3 3 1 1 3 3 1 2 3 3 1 1 1 1 1 2 1
## [37477] 3 3 3 1 3 2 1 3 2 3 3 1 1 2 3 1 2 2 1 1 3 3 3 3 2 3 2 2 1 3 3 1 3 3 3 3
## [37513] 3 2 3 3 1 3 1 2 1 1 3 1 1 3 1 1 1 3 3 2 1 1 1 1 1 1 1 2 3 3 3 3 3 1 1 1
## [37549] 3 3 3 1 1 1 1 3 3 1 1 3 3 3 3 2 1 1 2 1 1 1 3 2 3 3 1 2 3 3 1 1 3 3 1 3
## [37585] 1 3 1 3 3 3 3 2 1 1 1 1 2 1 3 3 3 3 3 1 2 3 3 1 1 1 3 3 3 3 3 3 3 1 1 3
## [37621] 3 3 3 1 3 1 2 3 3 1 3 3 1 3 2 3 1 1 1 2 1 1 3 1 1 3 3 3 1 3 1 1 1 3 1 1
## [37657] 3 3 1 2 3 1 1 3 3 1 1 2 3 1 1 3 3 1 3 3 3 3 1 1 3 1 3 1 3 1 1 3 1 3 1 2
## [37693] 3 1 3 1 1 3 1 1 3 1 1 3 1 3 1 3 3 3 3 1 3 1 2 1 3 3 2 2 1 3 3 1 1 3 3 1
## [37729] 1 1 3 3 3 3 3 1 3 3 2 3 3 3 1 3 3 3 1 3 3 3 1 1 3 2 3 1 1 1 1 1 3 2 1 1
## [37765] 3 2 1 3 1 3 3 3 1 1 1 1 2 3 1 1 3 3 1 3 3 3 3 3 3 3 3 1 1 2 1 1 2 3 3 2
## [37801] 3 1 2 3 3 3 2 3 3 1 1 1 3 3 3 1 3 1 1 3 2 3 1 3 3 1 1 3 2 1 1 1 1 2 1 1
## [37837] 2 1 1 3 1 3 2 1 3 1 2 3 3 1 1 3 3 3 2 3 1 1 3 3 3 1 3 1 2 3 3 3 1 1 1 1
## [37873] 3 2 3 1 3 1 1 3 3 1 1 3 3 3 1 3 3 1 3 1 1 3 1 1 1 3 1 2 3 2 3 1 2 1 3 1
## [37909] 3 1 3 3 3 3 1 1 3 1 3 3 3 3 3 3 2 1 2 3 3 3 2 3 1 3 2 1 1 3 3 2 1 3 1 3
## [37945] 3 3 1 1 3 3 3 3 1 3 1 1 1 3 3 3 2 1 3 3 1 3 3 3 3 1 3 1 1 1 1 1 3 3 2 3
## [37981] 1 3 3 1 3 3 1 2 3 3 3 1 3 2 1 3 3 3 3 3 3 3 1 1 1 2 3 3 1 2 1 3 2 3 3 3
## [38017] 2 3 1 3 1 3 3 3 3 3 1 2 2 1 2 3 3 3 3 1 3 3 1 3 3 3 3 1 3 3 1 1 3 3 1 1
## [38053] 1 3 1 3 3 3 1 3 2 1 3 1 1 3 1 1 1 3 3 3 3 3 1 2 3 1 3 3 3 3 3 3 3 1 2 1
## [38089] 1 3 3 3 3 1 3 3 3 3 1 3 3 1 1 2 3 3 1 1 1 3 2 3 3 3 3 3 3 2 3 3 1 1 2 1
## [38125] 3 2 1 3 1 1 3 3 2 3 1 1 3 2 3 1 3 3 1 3 1 2 3 3 1 1 3 1 3 2 1 2 1 1 1 3
## [38161] 3 3 1 2 3 1 3 3 1 3 3 3 3 1 1 1 2 3 3 1 3 3 2 2 3 3 3 3 3 1 3 1 2 1 1 3
## [38197] 3 1 1 2 3 1 2 3 3 1 1 3 2 3 3 1 1 1 1 3 1 1 1 3 1 3 1 1 2 3 1 1 3 3 3 3
## [38233] 3 1 3 3 3 3 3 3 3 2 1 1 2 3 2 3 3 1 3 1 1 3 1 1 2 3 2 3 3 3 3 1 3 3 3 1
## [38269] 1 3 1 3 1 3 1 2 3 3 1 2 2 3 2 3 3 3 3 3 1 3 3 1 3 3 1 3 1 3 2 3 3 3 1 1
## [38305] 3 3 3 1 1 3 3 3 1 3 1 1 3 1 3 1 2 3 1 1 2 3 3 3 1 3 1 2 1 2 2 3 2 2 1 1
## [38341] 3 3 3 1 2 1 3 1 1 3 3 1 1 2 1 1 3 1 1 3 1 3 3 1 3 1 3 3 2 1 2 1 1 3 2 3
## [38377] 2 1 1 2 1 3 2 3 1 1 2 1 3 3 1 3 3 3 1 1 1 3 1 1 1 3 3 1 2 3 3 1 3 3 3 3
## [38413] 1 2 1 3 3 2 3 2 3 1 3 2 1 1 3 3 3 3 3 3 3 3 3 1 2 3 3 3 3 3 2 1 1 3 2 3
## [38449] 1 1 3 3 1 1 2 1 1 1 3 3 3 1 1 1 1 3 3 1 3 2 3 3 1 1 1 3 3 3 3 1 1 3 1 1
## [38485] 2 1 3 1 3 1 1 1 3 3 3 3 1 3 1 2 1 1 1 3 1 1 1 2 1 3 3 3 3 3 1 3 3 3 2 2
## [38521] 1 1 2 3 3 1 1 3 1 3 2 3 1 3 3 3 3 1 1 1 1 2 3 3 1 3 3 3 1 2 3 3 1 1 1 3
## [38557] 1 2 3 2 3 1 3 3 3 3 3 3 2 2 1 3 1 1 2 3 3 3 1 2 3 2 3 1 2 1 1 1 1 3 1 3
## [38593] 3 2 1 2 1 3 2 1 1 3 1 1 1 3 3 3 1 3 2 1 3 1 1 1 1 1 1 1 3 3 3 3 1 3 2 1
## [38629] 3 1 3 3 1 3 1 2 2 3 1 1 2 1 1 1 2 3 1 3 3 1 3 3 1 2 3 1 3 1 1 3 3 1 3 1
## [38665] 3 1 3 3 1 2 1 3 3 3 1 3 3 1 3 3 1 3 2 1 2 2 3 3 1 3 3 2 2 3 3 1 3 3 3 2
## [38701] 3 3 3 3 2 2 3 3 1 3 3 1 3 3 3 1 3 2 3 2 1 3 3 3 3 1 1 2 2 3 2 3 3 2 1 1
## [38737] 3 3 3 1 1 3 3 1 3 3 1 3 1 1 3 1 1 1 3 1 3 3 1 3 2 1 3 1 3 1 3 3 3 1 1 3
## [38773] 3 2 1 2 3 1 3 2 3 1 1 1 3 3 1 3 3 1 3 3 1 3 2 3 3 1 1 3 1 1 3 1 1 3 3 3
## [38809] 3 3 3 1 2 1 3 3 3 1 3 1 1 1 3 1 3 1 3 3 1 1 3 3 1 3 3 3 1 1 3 1 3 3 2 3
## [38845] 1 1 1 1 3 3 3 3 1 3 1 3 3 1 3 1 1 3 3 1 2 2 3 1 3 2 3 2 3 1 1 3 1 3 1 1
## [38881] 3 3 1 3 3 2 1 3 2 3 2 3 1 1 3 3 1 2 1 1 1 3 1 3 3 1 3 2 1 3 1 3 1 3 2 1
## [38917] 1 3 1 1 3 3 2 3 3 3 1 3 2 3 2 1 2 1 1 1 2 3 3 3 3 2 3 2 3 3 2 1 3 3 1 1
## [38953] 2 1 1 3 3 3 3 2 3 1 3 1 1 3 2 3 3 2 3 3 2 1 3 3 3 3 1 2 3 3 3 1 1 3 1 3
## [38989] 3 1 3 3 1 3 3 1 1 1 3 1 3 3 3 3 2 1 2 2 2 3 1 3 2 2 1 1 1 1 2 3 1 2 2 2
## [39025] 3 3 2 3 3 3 3 3 3 1 2 1 3 3 1 3 1 1 3 3 3 3 3 2 3 3 1 3 3 3 3 1 1 2 3 3
## [39061] 1 1 3 1 2 3 1 3 3 3 3 3 3 3 3 2 1 1 3 1 2 1 3 2 1 3 2 3 1 2 1 3 3 2 3 3
## [39097] 3 2 3 1 2 3 1 1 1 1 3 1 1 1 3 1 1 1 1 3 1 2 3 1 3 3 3 1 3 3 3 1 3 3 2 3
## [39133] 3 3 3 1 3 3 3 3 2 3 3 3 1 3 2 2 1 1 3 2 3 3 3 3 2 3 3 3 3 3 3 1 3 3 1 3
## [39169] 3 3 1 3 3 1 3 1 2 1 2 3 3 1 3 1 3 2 3 1 3 2 1 3 3 1 3 3 1 1 3 3 3 2 2 3
## [39205] 3 1 1 3 3 3 1 2 3 1 3 3 2 3 3 3 3 3 3 1 3 3 2 3 1 3 1 1 3 3 1 3 3 1 3 3
## [39241] 1 3 3 1 3 3 2 3 3 1 3 3 1 1 3 1 1 1 3 1 3 3 1 3 1 3 3 1 1 1 1 3 3 3 3 1
## [39277] 1 1 3 1 3 3 1 3 1 1 1 1 3 1 3 3 3 3 1 2 1 1 3 3 1 1 1 2 3 3 2 2 2 3 3 3
## [39313] 1 1 1 1 3 2 2 3 3 3 2 1 2 3 3 2 3 3 3 2 1 3 1 1 2 1 3 1 2 3 3 1 1 3 3 3
## [39349] 2 3 2 3 3 2 3 3 3 1 3 3 2 3 3 3 2 3 1 1 2 1 3 2 1 3 3 3 2 1 1 3 1 1 1 3
## [39385] 3 3 3 3 1 3 1 2 3 3 3 3 1 3 1 3 1 2 3 1 3 1 3 3 2 3 2 1 3 3 1 1 1 3 2 1
## [39421] 2 1 3 2 1 3 1 1 2 1 3 3 3 1 3 1 3 3 1 3 3 1 3 3 3 2 3 3 1 3 3 3 1 1 1 3
## [39457] 3 2 1 3 3 3 3 3 3 2 2 1 3 3 3 3 1 2 1 1 3 3 1 3 3 2 2 1 3 1 3 2 3 1 2 1
## [39493] 3 1 2 1 3 1 3 2 2 3 3 1 2 2 3 3 1 3 2 2 3 3 1 1 2 2 3 3 1 3 1 1 1 3 3 1
## [39529] 1 1 3 1 1 1 1 2 1 1 3 3 3 3 1 1 1 1 3 1 1 2 3 3 2 3 3 3 3 3 3 1 3 3 2 1
## [39565] 2 1 1 2 2 3 2 3 3 2 1 1 3 2 3 3 1 3 2 1 1 3 3 1 3 2 3 3 3 1 1 3 2 3 1 1
## [39601] 1 1 3 1 3 2 1 3 1 2 2 3 3 3 1 3 2 3 2 1 3 1 3 1 3 3 1 1 3 1 3 3 1 3 2 1
## [39637] 1 3 2 2 3 1 3 3 3 1 1 3 3 2 3 1 3 3 3 3 1 1 3 2 3 3 3 1 3 1 3 3 3 1 3 3
## [39673] 2 3 3 3 3 3 3 1 1 2 2 1 3 3 3 1 3 2 3 3 2 3 3 3 1 1 3 1 1 1 3 2 1 3 3 1
## [39709] 3 2 3 3 3 3 1 3 1 3 1 2 3 2 3 1 3 3 3 1 1 3 3 1 3 1 1 3 3 1 3 3 3 1 3 1
## [39745] 1 3 1 3 1 3 2 1 3 3 3 3 2 3 3 1 3 3 2 3 1 3 3 1 2 3 1 3 2 3 3 3 3 1 3 1
## [39781] 1 1 1 1 3 2 3 1 1 1 3 3 3 3 1 3 3 3 3 3 1 3 2 1 1 1 3 1 3 3 1 1 1 3 3 3
## [39817] 1 3 3 3 1 1 3 3 1 1 3 1 1 3 3 3 1 1 3 2 3 1 3 1 3 1 3 3 3 2 3 3 2 3 2 1
## [39853] 3 1 1 3 3 2 1 1 1 3 1 3 1 1 2 3 3 1 3 2 2 1 3 2 1 3 1 1 3 1 1 2 1 3 3 3
## [39889] 2 1 3 3 1 3 3 2 2 3 3 3 1 3 1 1 1 1 3 1 1 3 3 1 1 1 3 1 1 3 1 1 1 1 1 1
## [39925] 3 2 1 2 3 3 3 2 1 3 3 1 2 1 3 3 3 1 2 3 3 2 1 2 1 3 3 2 1 3 3 3 1 3 1 3
## [39961] 2 1 3 2 3 1 1 3 1 3 2 3 1 3 2 3 3 1 3 3 3 3 3 2 1 1 3 3 3 1 3 3 3 2 1 1
## [39997] 1 3 1 1 3 3 3 3 3 1 1 1 1 3 3 3 3 3 1 2 3 2 3 1 2 1 1 1 2 3 3 3 2 1 3 1
## [40033] 3 1 1 1 1 2 1 1 3 1 1 3 3 2 3 2 1 3 1 3 1 2 1 1 1 1 3 3 1 3 1 1 3 1 3 2
## [40069] 3 1 1 1 1 3 1 2 1 3 1 3 3 3 3 3 1 1 3 3 1 3 1 3 3 1 3 2 3 3 3 1 3 2 2 3
## [40105] 3 3 1 3 3 1 3 3 2 1 2 3 3 2 1 3 2 3 3 1 1 3 1 1 3 3 1 2 3 3 1 1 3 3 3 3
## [40141] 2 2 1 3 1 3 3 3 3 1 3 1 1 2 3 1 2 1 3 1 3 3 3 3 3 1 1 2 3 3 1 3 3 1 3 2
## [40177] 3 3 3 1 3 1 1 1 1 1 3 2 3 1 1 1 1 1 3 3 1 1 1 2 1 3 3 2 1 1 3 1 1 2 1 1
## [40213] 3 1 1 3 2 3 1 2 3 3 3 3 3 1 3 3 1 3 1 3 1 3 1 2 3 2 2 3 2 3 1 1 1 3 3 1
## [40249] 3 1 3 3 2 2 2 1 3 3 3 3 2 1 1 1 3 1 1 1 1 1 1 1 1 1 3 1 1 1 3 1 3 1 1 3
## [40285] 1 1 1 1 1 1 3 1 3 3 3 1 3 3 2 3 3 2 3 3 1 1 3 3 2 3 3 1 1 1 1 1 1 3 3 3
## [40321] 1 3 3 3 1 3 3 3 1 1 3 3 1 1 3 2 3 3 1 3 1 2 2 1 3 3 2 1 1 1 1 1 1 1 3 1
## [40357] 1 3 2 1 3 3 1 3 3 1 3 1 3 3 2 3 3 3 3 3 3 1 1 3 1 3 1 1 3 3 1 1 3 1 2 1
## [40393] 1 3 1 3 1 3 3 3 3 2 2 3 3 1 1 3 3 2 3 1 1 3 3 3 3 3 2 1 3 1 2 3 2 2 3 3
## [40429] 2 1 3 1 1 1 1 3 3 3 3 2 3 3 2 3 1 3 3 1 1 3 1 1 1 1 1 3 3 3 2 3 1 3 3 3
## [40465] 1 3 1 1 3 1 1 3 2 3 2 3 1 1 1 1 2 3 3 3 1 3 3 2 1 3 3 1 3 3 1 2 2 3 3 2
## [40501] 2 1 3 3 3 2 1 1 3 3 3 3 1 1 2 3 3 1 1 3 3 3 2 1 1 3 3 3 1 1 1 3 3 2 3 2
## [40537] 3 2 3 3 2 1 3 3 2 3 1 3 3 3 3 3 1 1 1 1 3 3 3 1 2 1 1 3 3 1 1 1 3 3 1 3
## [40573] 3 1 1 2 3 3 3 1 3 3 3 1 1 3 3 3 3 3 2 1 1 3 2 2 3 1 3 1 1 3 3 3 3 3 1 2
## [40609] 1 1 1 2 3 3 3 2 3 2 2 1 3 1 1 3 1 2 1 3 3 3 1 2 2 2 3 3 3 1 3 1 1 3 3 1
## [40645] 1 2 1 3 1 2 3 3 1 3 2 3 3 3 3 1 2 3 3 3 2 3 3 2 1 1 3 1 3 1 3 2 3 1 1 3
## [40681] 3 1 1 3 3 1 1 1 1 3 1 3 3 1 1 1 1 1 3 3 3 2 1 3 1 1 3 3 3 3 3 1 3 2 1 1
## [40717] 3 3 3 1 3 3 3 1 3 3 1 3 1 1 1 1 1 1 2 3 3 1 2 2 3 1 1 1 2 3 2 1 3 1 3 1
## [40753] 2 3 1 3 1 3 1 1 2 3 3 3 1 1 1 3 2 3 3 3 3 1 3 3 1 3 1 3 3 3 1 2 3 2 3 3
## [40789] 3 3 3 2 3 3 2 2 1 2 1 1 1 3 3 3 3 3 3 1 1 1 2 3 3 1 3 3 2 3 3 2 3 3 3 1
## [40825] 3 3 3 3 1 3 1 3 1 1 1 1 1 2 3 1 3 3 3 1 3 1 3 3 1 1 1 3 1 1 2 3 1 3 3 1
## [40861] 1 1 3 3 1 3 1 1 2 3 2 3 3 3 3 2 2 3 2 1 2 1 1 3 2 1 1 3 1 1 3 3 2 3 2 1
## [40897] 3 1 1 3 3 3 1 3 2 3 3 3 2 1 1 1 3 3 3 1 3 3 2 2 1 3 3 2 2 3 3 3 3 3 3 3
## [40933] 1 3 3 1 1 3 3 1 3 1 1 3 3 3 3 3 1 1 3 1 2 3 2 2 3 1 1 3 3 3 3 1 1 2 3 1
## [40969] 1 3 3 1 2 2 2 3 3 3 2 1 3 1 1 1 3 3 1 3 3 2 3 2 2 3 3 1 3 3 3 1 2 1 3 3
## [41005] 1 3 3 3 3 3 1 1 1 3 1 1 1 1 3 3 3 3 1 3 3 3 1 1 1 3 3 3 2 3 3 1 3 3 3 1
## [41041] 3 3 1 1 3 3 2 2 1 1 1 3 1 1 3 1 1 1 3 3 3 1 1 1 1 3 2 1 3 3 1 3 2 1 3 3
## [41077] 1 3 1 2 1 3 1 1 3 3 1 1 3 3 2 3 3 1 3 3 3 2 3 1 3 1 1 1 1 1 2 1 3 1 3 3
## [41113] 3 3 3 3 2 3 3 1 3 3 2 3 3 3 3 3 2 1 1 3 3 3 3 3 3 1 2 3 3 1 3 3 3 1 1 1
## [41149] 1 1 3 3 1 3 3 2 3 1 1 3 1 3 3 3 2 2 3 2 1 3 3 1 1 3 3 1 3 3 2 3 3 1 2 1
## [41185] 3 3 2 3 1 2 3 3 2 3 3 3 3 3 1 1 3 1 3 1 3 2 2 1 2 1 3 1 3 3 2 3 1 3 3 3
## [41221] 1 3 3 3 3 3 3 1 3 2 3 3 2 1 3 3 3 1 3 3 3 3 2 1 2 1 1 1 3 1 2 1 1 2 3 3
## [41257] 1 3 1 1 3 3 1 1 3 1 3 1 2 3 2 3 1 1 3 2 2 1 3 1 3 3 1 3 1 3 1 3 1 3 3 2
## [41293] 2 3 1 3 1 1 3 3 3 3 3 2 1 3 3 3 2 3 3 3 1 2 3 3 3 1 1 3 1 3 1 2 3 1 1 3
## [41329] 3 2 1 3 1 3 3 3 1 1 3 1 2 3 3 3 3 1 2 1 3 3 3 1 2 3 3 2 3 3 3 3 2 3 3 1
## [41365] 3 2 1 3 1 3 3 2 3 3 1 3 1 3 3 3 3 2 3 1 3 2 1 1 1 2 3 3 1 3 3 3 2 3 2 3
## [41401] 2 1 1 3 2 3 1 1 2 2 3 3 1 3 1 1 3 1 3 2 3 3 1 2 3 1 3 3 1 1 1 2 1 3 3 3
## [41437] 1 3 3 3 1 3 3 2 3 3 1 1 3 3 2 2 1 3 1 3 3 1 3 3 3 2 3 3 1 3 1 1 1 3 1 3
## [41473] 3 3 2 1 3 3 1 3 1 3 3 1 3 1 3 3 3 3 1 2 3 1 3 3 2 3 1 1 1 3 1 3 2 3 3 1
## [41509] 1 3 3 3 3 1 2 1 3 1 3 3 1 3 1 3 1 3 1 3 1 3 3 1 3 2 1 1 3 3 3 3 1 3 3 3
## [41545] 2 2 3 3 2 1 3 1 3 3 1 3 3 1 2 2 1 3 3 1 2 3 1 3 1 3 2 1 3 1 1 1 2 1 3 3
## [41581] 1 1 2 3 2 1 3 1 3 3 3 3 1 1 3 2 1 3 3 3 3 3 1 3 2 2 1 1 2 2 3 3 3 3 1 3
## [41617] 1 2 1 3 1 2 1 1 3 3 1 1 3 3 1 3 3 1 3 1 3 3 3 1 3 3 3 3 2 1 1 1 3 3 1 3
## [41653] 2 1 3 1 3 1 3 1 3 1 1 3 3 3 3 1 2 1 3 1 1 1 2 2 3 3 1 3 2 3 2 3 3 3 2 1
## [41689] 3 3 1 3 1 1 3 3 3 2 1 1 3 3 1 3 1 2 3 2 3 1 2 1 1 3 3 1 3 1 3 1 1 1 2 2
## [41725] 3 3 3 3 2 3 1 3 3 1 2 3 1 3 3 3 1 3 2 3 3 1 3 1 1 3 1 1 2 1 3 3 1 3 1 1
## [41761] 1 2 1 2 1 1 1 3 2 3 2 1 2 3 3 1 1 1 3 3 1 3 3 3 3 3 3 1 2 1 3 2 3 1 1 1
## [41797] 1 3 3 3 1 3 3 3 1 3 3 1 1 1 1 2 3 2 3 3 3 1 3 3 3 3 2 3 1 1 1 1 3 3 3 1
## [41833] 3 1 1 1 1 3 2 3 1 3 3 3 2 2 1 3 3 3 3 1 3 1 1 3 3 3 2 3 1 1 1 3 3 1 1 1
## [41869] 3 2 1 3 2 1 3 2 1 1 1 3 1 3 3 3 3 1 1 3 2 1 1 3 1 2 1 3 1 1 1 3 3 3 3 1
## [41905] 3 2 1 3 3 3 1 2 3 3 2 1 1 2 3 3 3 2 3 1 2 1 3 1 1 1 1 1 1 1 3 1 1 2 1 3
## [41941] 1 3 1 1 2 3 3 1 3 2 3 1 3 3 2 1 3 3 3 1 3 1 3 3 1 3 3 1 3 2 3 2 1 3 1 3
## [41977] 1 2 3 3 1 3 3 1 2 1 1 1 1 2 1 1 1 3 3 3 3 1 3 3 1 3 1 3 1 1 2 3 2 2 3 1
## [42013] 1 1 3 1 2 3 3 3 3 3 3 1 2 2 3 2 1 1 3 3 1 3 3 3 2 3 3 2 3 3 3 3 2 3 1 1
## [42049] 3 1 1 3 3 1 1 2 2 2 3 1 2 3 1 1 1 2 1 3 1 3 3 1 1 1 2 3 3 3 1 2 1 3 1 3
## [42085] 1 1 3 1 2 1 2 3 3 1 1 3 3 3 3 1 3 3 3 3 1 3 1 3 3 2 3 1 1 3 1 3 3 1 3 3
## [42121] 1 2 3 3 2 3 3 1 2 1 1 3 3 3 3 1 1 3 2 3 1 2 3 3 3 3 3 1 3 3 3 3 3 1 3 3
## [42157] 1 1 3 2 3 1 2 3 1 1 1 3 3 3 3 2 1 3 3 3 1 3 2 3 3 3 3 1 1 3 1 1 3 3 1 1
## [42193] 3 3 2 1 1 1 3 3 3 3 3 1 2 3 1 2 3 3 2 3 1 3 3 3 1 1 3 1 3 1 1 3 3 2 2 3
## [42229] 1 3 3 1 1 1 2 1 2 2 1 3 3 1 3 3 3 1 1 2 1 3 3 3 2 3 1 1 1 2 2 3 2 3 3 3
## [42265] 1 3 3 1 1 3 3 3 3 3 2 1 3 1 3 1 1 3 3 2 3 1 2 3 2 1 3 1 3 1 3 3 1 1 1 3
## [42301] 3 3 2 3 3 3 1 1 1 3 2 1 2 3 3 2 2 1 3 1 3 3 3 3 3 1 3 1 1 3 3 3 1 2 3 3
## [42337] 3 1 2 1 3 2 3 3 1 3 3 2 3 3 1 3 2 1 1 2 3 3 1 3 3 3 3 1 1 3 1 3 2 3 2 3
## [42373] 1 3 1 3 2 3 3 1 1 2 1 1 3 1 3 3 1 1 1 3 3 2 1 3 2 3 2 3 2 3 3 1 3 1 1 3
## [42409] 3 1 3 3 1 1 3 3 3 1 3 3 3 1 3 3 3 3 3 3 2 3 3 1 1 1 3 3 3 1 2 3 3 3 3 2
## [42445] 1 3 2 1 1 3 1 2 3 1 1 3 2 3 1 3 3 3 3 3 1 3 3 3 3 1 1 3 1 2 3 3 1 1 3 1
## [42481] 1 1 2 3 1 3 1 2 3 3 2 2 1 3 2 3 3 1 1 1 2 3 1 3 3 3 1 2 3 2 1 2 1 1 2 1
## [42517] 1 2 2 1 3 3 1 3 3 1 3 3 2 3 3 3 3 1 3 3 3 1 2 3 1 1 3 1 1 1 3 2 3 1 3 1
## [42553] 1 1 3 2 1 3 1 3 1 1 1 1 1 3 2 3 3 3 1 3 3 3 3 3 1 2 3 1 2 1 1 1 1 1 1 3
## [42589] 3 3 1 1 1 2 1 1 3 1 2 1 3 3 3 3 3 3 1 3 1 3 1 1 1 1 2 1 1 1 3 3 1 1 3 1
## [42625] 3 3 1 1 1 2 3 1 1 2 1 1 1 3 3 3 1 1 3 3 3 3 3 3 3 3 3 2 3 3 3 3 3 1 3 3
## [42661] 3 3 3 3 3 1 3 3 3 3 2 1 3 2 1 3 1 2 1 1 1 1 3 1 3 3 3 3 1 3 1 3 1 1 3 3
## [42697] 3 3 1 3 1 1 1 1 3 3 1 1 2 1 1 1 1 3 1 3 1 3 3 3 3 1 1 3 2 3 1 3 1 2 3 3
## [42733] 1 2 1 3 1 3 3 1 3 2 1 1 3 1 2 1 1 3 1 3 3 3 2 2 3 3 2 3 2 3 1 3 1 3 3 2
## [42769] 1 3 1 1 2 2 2 3 1 1 3 3 3 2 3 1 2 3 2 1 1 3 3 1 2 3 3 2 1 1 2 1 1 3 1 3
## [42805] 1 3 1 1 3 2 3 3 3 1 2 1 1 2 1 2 1 2 1 3 2 1 3 3 1 3 3 3 2 1 3 1 3 2 1 2
## [42841] 1 2 1 3 1 3 1 3 3 1 2 3 2 1 1 3 3 3 3 1 1 3 3 2 1 2 3 3 3 1 1 2 1 1 2 1
## [42877] 1 1 1 2 3 1 3 3 1 2 1 3 1 3 3 1 1 1 2 3 2 1 2 1 1 1 1 3 1 3 1 1 3 1 3 3
## [42913] 3 2 1 3 1 1 3 2 1 3 1 2 3 3 3 3 3 3 2 3 1 1 3 3 3 2 1 1 1 3 3 2 3 2 2 3
## [42949] 3 2 1 3 3 1 3 3 2 1 1 3 2 2 2 1 3 3 2 3 3 2 3 2 2 2 2 3 3 2 3 1 3 3 2 2
## [42985] 1 1 1 1 2 1 1 1 3 3 3 3 1 3 1 3 2 1 2 3 3 1 3 2 1 3 3 2 3 1 3 3 1 3 1 3
## [43021] 3 3 1 1 3 2 3 1 3 3 3 1 1 1 2 2 2 3 3 1 3 3 2 1 2 2 1 2 2 3 3 3 3 3 3 1
## [43057] 3 3 2 2 1 2 1 2 2 3 3 1 3 3 1 3 2 1 3 1 2 3 1 1 1 1 1 2 2 1 1 3 2 1 1 3
## [43093] 3 2 3 3 1 3 3 3 3 2 1 3 3 1 2 3 1 1 3 3 3 2 3 1 3 1 3 3 3 3 2 3 3 1 3 1
## [43129] 3 3 2 2 3 1 2 3 2 2 1 3 1 3 1 3 1 1 1 3 2 3 3 3 1 2 2 3 3 3 1 1 2 3 1 1
## [43165] 2 1 3 3 1 3 3 2 3 2 1 3 1 3 1 3 3 1 3 3 3 3 3 3 2 3 3 1 1 2 3 1 3 3 2 2
## [43201] 1 3 3 3 3 2 3 3 3 3 2 1 3 2 1 1 1 1 3 3 1 3 1 1 1 2 3 1 3 1 3 1 3 1 3 3
## [43237] 1 1 3 1 3 1 3 2 1 2 2 1 3 3 1 3 3 1 2 3 1 3 1 1 3 3 2 1 3 3 3 1 1 3 2 3
## [43273] 3 3 1 3 1 3 3 1 1 2 1 2 2 3 3 1 1 3 3 3 3 3 1 1 1 1 3 1 3 3 3 3 3 3 3 3
## [43309] 3 1 2 1 3 3 2 3 1 3 3 3 2 3 1 3 1 1 3 2 3 2 1 3 1 3 3 3 2 1 1 2 1 2 3 3
## [43345] 2 3 3 1 2 3 2 3 3 1 3 1 3 3 3 3 3 1 1 1 3 3 3 3 1 1 3 3 1 1 1 1 3 3 1 3
## [43381] 1 2 1 3 3 3 1 1 1 3 3 3 3 1 3 1 1 1 1 1 1 3 3 3 2 1 3 1 3 3 1 2 1 1 3 3
## [43417] 3 3 3 2 3 3 1 3 1 3 1 3 1 3 2 1 3 3 1 2 1 1 3 2 1 2 1 3 1 1 3 1 1 3 1 1
## [43453] 3 1 3 1 3 3 3 3 1 3 1 3 3 1 1 3 3 2 3 1 2 2 1 1 3 3 1 1 1 1 1 1 3 3 2 3
## [43489] 1 3 2 3 3 3 1 3 2 1 3 3 3 1 1 3 1 1 1 1 3 1 3 1 3 1 1 3 3 1 3 3 3 1 3 2
## [43525] 2 1 1 2 3 1 3 2 3 3 2 3 1 1 1 3 3 3 3 3 2 3 1 3 1 3 3 1 1 1 1 3 3 1 2 1
## [43561] 3 1 2 1 3 3 2 3 1 1 1 3 3 3 3 3 3 1 3 3 2 1 1 2 3 3 3 3 1 1 1 2 2 1 2 1
## [43597] 2 3 3 3 1 3 3 3 2 3 3 1 1 3 3 3 1 1 2 3 3 1 2 3 3 3 1 3 1 2 3 1 1 2 2 3
## [43633] 3 1 1 3 3 1 1 1 3 3 1 3 1 3 3 3 3 2 1 1 1 3 3 1 1 3 1 1 1 1 3 1 1 3 1 3
## [43669] 1 3 3 2 3 3 3 2 1 1 1 3 3 3 1 3 1 1 3 3 2 1 3 3 1 3 3 3 3 3 3 3 2 3 3 3
## [43705] 1 3 1 1 1 2 2 1 3 3 3 3 2 1 1 3 3 3 2 1 1 3 3 2 3 1 3 2 3 1 3 3 1 2 1 3
## [43741] 2 3 3 1 1 3 3 3 3 3 2 2 3 1 1 2 3 1 2 1 1 3 2 1 2 1 3 2 2 3 3 1 1 3 1 3
## [43777] 1 1 1 3 1 1 1 3 1 1 3 2 2 1 2 3 3 3 1 1 3 3 3 1 3 3 3 2 3 2 3 3 3 3 3 3
## [43813] 1 1 3 3 3 1 1 1 1 3 1 3 3 3 3 1 3 2 1 3 3 3 2 1 3 1 1 3 1 3 3 3 3 3 3 3
## [43849] 3 1 1 3 3 3 1 3 1 1 1 1 1 3 3 1 3 1 2 3 1 1 1 1 3 1 3 1 1 1 1 1 2 1 3 1
## [43885] 1 3 3 2 3 3 3 3 3 2 1 3 3 3 1 3 3 1 3 1 3 3 3 1 1 1 2 3 3 3 3 3 1 1 1 3
## [43921] 1 3 2 3 1 3 2 3 3 1 2 2 1 3 1 1 2 2 1 3 1 1 3 1 3 1 3 3 3 1 1 1 1 1 1 1
## [43957] 3 3 3 3 1 3 1 1 3 1 1 3 1 1 1 1 1 1 1 3 1 3 1 1 1 3 2 1 1 3 2 2 3 1 3 3
## [43993] 2 3 1 1 2 1 3 3 2 3 3 3 1 2 3 2 1 1 1 1 2 1 1 3 1 2 2 3 3 1 1 1 3 2 3 1
## [44029] 3 2 3 1 3 3 1 2 3 1 1 3 2 2 3 1 2 3 1 3 3 1 1 3 3 3 1 1 1 3 2 2 3 3 3 3
## [44065] 3 3 1 2 3 3 1 3 1 2 3 3 3 3 2 1 1 3 1 3 1 1 2 1 1 1 1 1 3 3 1 2 3 1 3 1
## [44101] 1 3 2 3 1 1 1 3 2 3 2 1 3 3 1 3 1 1 1 1 1 3 2 1 3 3 1 3 2 3 3 3 1 1 1 1
## [44137] 3 1 3 1 1 1 3 3 1 3 3 3 3 1 1 3 2 1 2 3 1 1 3 3 1 1 2 3 3 2 3 3 1 3 2 3
## [44173] 3 1 3 3 3 3 1 3 1 1 2 2 3 1 3 3 1 2 3 1 2 3 3 2 1 1 1 3 3 3 2 1 3 1 3 2
## [44209] 2 2 3 2 3 1 3 1 1 2 3 3 1 1 3 3 3 3 1 3 2 3 3 2 3 1 3 1 3 1 3 1 3 3 3 1
## [44245] 1 3 1 3 2 3 3 2 3 3 1 3 2 1 3 3 1 1 1 2 1 1 2 3 3 3 2 3 3 3 3 2 1 3 3 3
## [44281] 3 3 1 1 3 3 2 3 1 3 2 2 2 3 1 1 3 3 1 1 3 3 3 3 1 3 3 1 1 2 3 1 3 3 1 1
## [44317] 3 2 3 2 1 2 3 1 3 1 2 3 2 3 3 1 1 3 1 2 1 1 3 3 1 2 1 3 3 1 2 1 1 3 3 1
## [44353] 1 1 1 1 2 3 1 3 1 1 3 3 3 1 3 3 3 3 3 1 2 2 3 1 1 2 3 3 2 3 3 1 3 1 3 1
## [44389] 1 2 1 3 3 1 3 3 2 2 3 1 1 3 2 3 3 1 1 2 3 3 2 3 1 3 3 1 3 3 3 3 2 3 3 2
## [44425] 3 1 2 3 3 1 3 2 3 1 1 2 2 3 1 1 3 2 3 1 3 1 1 3 3 3 3 2 3 3 1 1 3 3 2 1
## [44461] 3 3 1 1 2 1 2 2 1 3 3 3 1 1 3 2 3 1 1 2 1 3 1 3 3 1 2 1 3 1 3 1 3 3 1 3
## [44497] 3 1 2 1 3 3 1 3 3 3 3 1 2 3 1 1 3 2 3 1 1 2 3 2 3 2 3 3 3 2 1 2 3 3 1 1
## [44533] 2 2 3 3 2 1 2 1 1 3 1 3 3 1 1 3 1 2 3 3 3 3 1 3 2 3 3 3 3 3 1 2 1 1 1 3
## [44569] 3 1 2 1 1 3 3 3 1 3 3 3 3 1 3 3 3 1 1 3 3 1 1 1 1 1 3 3 1 1 1 3 1 1 1 1
## [44605] 1 3 3 1 3 1 3 3 3 3 1 1 3 2 2 3 3 1 2 3 3 1 3 3 3 1 1 1 1 1 3 3 1 3 1 3
## [44641] 2 3 3 3 1 3 2 1 1 1 3 1 1 1 1 1 3 3 3 2 1 1 3 1 2 3 1 1 1 3 3 3 3 3 1 3
## [44677] 2 3 2 1 3 2 1 3 2 1 3 1 1 3 1 3 1 3 3 1 1 3 1 3 3 1 3 3 3 3 1 1 3 2 1 3
## [44713] 3 3 1 1 1 3 3 1 1 1 3 3 3 1 1 1 1 1 1 3 1 2 3 1 3 3 2 1 1 2 3 2 3 2 1 3
## [44749] 3 3 3 2 1 3 3 1 2 2 3 3 3 3 1 2 3 1 1 1 1 1 2 3 3 2 2 3 3 1 1 1 1 3 1 3
## [44785] 3 3 1 3 1 2 3 3 1 3 3 3 2 1 1 3 1 1 3 1 3 1 1 1 1 1 1 3 2 3 3 3 1 3 1 3
## [44821] 2 2 1 1 1 3 1 3 2 3 1 3 1 3 1 3 1 2 1 3 3 2 1 3 3 3 1 1 1 1 1 3 1 1 1 1
## [44857] 3 3 3 1 3 3 1 1 3 3 2 3 1 3 3 1 3 3 1 1 3 3 1 3 3 3 1 3 2 1 1 1 3 1 3 1
## [44893] 3 3 2 3 2 3 3 3 3 3 3 3 3 3 3 1 3 3 3 1 1 1 1 3 3 1 1 3 3 1 2 1 2 1 3 3
## [44929] 2 3 1 3 1 1 1 1 2 3 1 1 1 3 3 1 1 3 1 3 3 3 3 2 3 3 3 1 3 2 3 3 3 2 1 3
## [44965] 3 1 2 3 3 2 2 1 1 1 1 2 2 1 1 1 3 3 3 3 1 3 3 2 2 2 1 3 2 1 3 3 1 3 2 1
## [45001] 3 3 1 1 1 2 3 2 1 3 3 2 3 3 3 2 3 3 3 3 1 2 3 3 3 3 2 1 1 3 3 3 1 1 1 1
## [45037] 3 3 3 3 3 1 3 3 3 3 1 1 1 3 3 2 2 3 3 3 3 3 3 2 3 1 1 3 3 3 1 3 3 3 3 3
## [45073] 1 3 3 3 3 1 3 2 2 3 3 3 3 1 3 3 1 1 1 3 3 1 1 1 2 3 1 1 3 3 1 3 1 3 3 3
## [45109] 3 3 1 1 1 3 3 2 2 1 1 3 3 1 1 3 3 3 1 3 1 3 1 3 1 1 3 3 3 3 3 1 3 3 2 3
## [45145] 1 3 3 1 1 3 3 3 2 3 3 3 1 3 3 3 2 1 2 3 2 2 3 2 1 1 1 2 3 3 1 2 3 3 2 3
## [45181] 1 1 1 3 1 1 2 3 3 1 1 3 3 3 2 1 3 2 3 2 3 2 1 3 1 3 1 3 3 1 3 1 1 1 1 2
## [45217] 2 3 3 3 3 3
##
## Within cluster sum of squares by cluster:
## [1] 2.298347e+13 5.878153e+13 2.956293e+13
## (between_SS / total_SS = 77.9 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"# Add cluster prediction to the data set
results_cluster <- augment(final_kmeans, income_features)From the output, we see that three clusters have been found with sizes 16631, 6630, 21961. For each cluster, the squared distances between the observations to the centroids are calculated. So, each observation will be assigned to one of the three clusters.
Bivariate chart(s) against meaningful variables and/or analysis of density plots
Now, I will visualize the scatter plot between husbands and fnlwg and color the points based on the cluster id (1, 2 or 3)
clust_spc_plot <- results_cluster %>%
ggplot(mapping = aes(x = low_ed_male_laborer, y = husbands)) +
geom_point(aes(shape = .cluster, color= .cluster),size = 2,alpha=0.3)+
scale_color_manual(values = c("darkorange","purple","cyan4"))+ theme_minimal()
clust_spc_plot
# Make plot interactive
ggplotly(clust_spc_plot)clust_spc_plot2 <- results_cluster %>%
ggplot(mapping = aes(x = age, y = fnlwgt)) +
geom_point(aes(shape = .cluster, color= .cluster),size = 2,alpha=0.3)+
scale_color_manual(values = c("darkorange","purple","cyan4"))+ theme_minimal()
clust_spc_plot2
# Make plot interactive
ggplotly(clust_spc_plot2)